From 0a4616e6424bbfb0573853c21e8b698ef45d8c18 Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Thu, 16 May 2024 18:54:00 +0530 Subject: [PATCH 01/17] github repos, youtube channels, ml algo added --- Machine learning/README.md | 1449 ++++++++++++++++++++++++++++++++++++ Machine learning/image.png | Bin 0 -> 352067 bytes 2 files changed, 1449 insertions(+) create mode 100644 Machine learning/README.md create mode 100644 Machine learning/image.png diff --git a/Machine learning/README.md b/Machine learning/README.md new file mode 100644 index 00000000..fe8e9896 --- /dev/null +++ b/Machine learning/README.md @@ -0,0 +1,1449 @@ +# Web Development 🌐 + +## Table of Contents + +- [Overview](#overview)
+ +- [Roadmap](roadmaps) + + - [Machine Learning Roadmap](#machine-learning) + +- [Tutorials or Courses](#tutorials-or-courses) + + - [Fundamentals of Mathematics](#fundamentals-of-mathematics) + - [Fundamentals of Programming Language](#fundamentals-of-programming-language) + - [Introduction to Machine Learning]() + +- [Tools](#tools)
+ - [Typography](#typography) + - [Colors](#colors) + - [Generators](#generators) + - [Icons](#icons) + - [Animations](#animations) + - [Code Playgrounds](#code-playgrounds) + - [Chrome extenstion](#chrome-extenstion) + - [Stock Photos & Videos](#stock-photos-videos) + - [SVGs](#svgs) + - [Other Tools](#other-tools) + +- [Books](#books)
+- [Communities](#communities) + - [Reddit](#reddit) + - [Discord](#discord) + - [Facebook Groups](#facebook-groups) + - [X Tech Communities](#x-tech-communities) + - [Other Communities](#other-communities) +- [GitHub Repositories](#github-repositories) +- [Youtube Channels](#youtube-channels)
+ + +- [Projects](#projects) + - [Beginner level](#beginner-level-projects) + - [Intermediate level](#intermediate-level-projects) + - [Advanced level](#advance-level-projects) + +### Overview + +This category is a curated collection of valuable Machine learning resources contributed by amazing contributors. Here, you will find a wide range of materials and information which increases your understanding of machine learning. + +### Roadmap + +#### Machine Learning + + + + + + + + + + +
Resource NameDescription
Machine Learning Roadmap This roadmap provided by scaler gives you clear roadmap for learning machine learning
+ +### Tutorials or Courses + +> Discover a collection of tutorials and courses for learning the Mathamatics requied for Machine learning. + +#### Fundamentals of Mathematics + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Linear AlgebraThis link gives comprehensive video tutorials covering the fundamentals of linear algebra, including vectors, matrices, transformations, and more which is provided by Khan academy.
Calculus 1 (single variable)This course is provided by MIT gives a comprehensive introduction to the calculus of functions of one variable. It covers the fundamental principles and applications of single-variable calculus, which is essential for advanced studies in mathematics, science, and engineering.
Calculus 2 (multi variable)This course provided by MIT focuses on calculus involving multiple variables, an essential area for understanding more complex mathematical models. Topics include vectors and matrices, partial derivatives, multiple integrals, vector calculus.
Probability and statisticsThis course is provided by MIT and covers the fundamentals of probability and statistics, including random variables, probability distributions, expectation, and inference. It includes lecture notes, assignments, exams, and video lectures.
+ +#### Fundamentals of Programming Language + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Python Fundamentals + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Python for Data Science + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Data Visualization using Python + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
SQL Fundamentals + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
SQL for Data Analysis + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Numpy + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Pandas + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Matplotlib + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Jupyter Notebook + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
+ +#### Introduction to Machine Learning + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Introduction to Machine LearningLearn full-stack web development in this full course for beginners. First, you will learn the basics of HTML, CSS, and JavaScript. Then, you will learn how to put everything together to create a frontend movie search app. Finally, you will learn how to create a backend API to create movie reviews and connect the frontend to the backend. The backend uses Node.js, Express, and MongoDB.
Machine Learning vs Traditional ProgrammingThis is the path of becoming a full-stack developer on Laravel and Vuejs
Types of Machine learningIn this one video, learn how to develop a fully functional full-stack MERN dashboard application with complete CRUD functionalities, authentication, pagination, sorting, filtering, and more!
Build and Deploy a Modern Full Stack Social Media App | FULL COURSEWith all advanced Social Media features, such as Google Authentication, create, edit, delete and save posts, like and comment on other people's posts, search and filter images and much more, ShareMe is the best Image Sharing Social Media App that you can currently find on YouTube and on the entire internet.
Build and Deploy a Full Stack MERN Next.js 13 Threads App | React, Next JS, TypeScript, MongoDBDevelop Threads, Next.js 13 app that skyrocketed to 100 million sign-ups in less than 5 days, and dethroned giants like Twitter, ChatGPT, and TikTok to become the fastest-growing app ever!
MERN Stack Tutorial - Book Store ProjectLearn the MERN stack (MongoDB, Express, React, Node.js) in this crash course for beginners. Here are some of the topics you will learn about: + - Backend CRUD + - Backend Router + - CORS Policy + - MongoDB operations + - Frontend CRUD + - Frontend Router
Blog MERN stack project +in this course, I will teach you how you can create a full-stack app step by step. +this course has two sections: +1- at the first we will create the Front-end part with React.js and Tailwind CSS. +2- then we will create our Back-end with Node.js and MongoDB and finally connect our Front-end to our Back-end.
100devs100Devs is a diverse and inclusive community of 1000s of participants in a training program run by Leon Noel. It is 100% free and requires absolutely no previous technical experience. This is not a coding bootcamp, this is a how-to-get Full Stack Web Dev job bootcamp
The Odin ProjectThe Odin Project is one of those "What I wish I had when I was learning" resources. Not everyone has access to a computer science education or the funds to attend an intensive coding school and neither of those is right for everyone anyway. This project is designed to fill in the gap for people who are trying to hack it on their own but still want a high quality education.
Full Stack Web Development for Beginners (Full Course on HTML, CSS, JavaScript, Node.js, MongoDB)Learn full-stack web development in this full course for beginners. First, you will learn the basics of HTML, CSS, and JavaScript. Then, you will learn how to put everything together to create a frontend movie search app. Finally, you will learn how to create a backend API to create movie reviews and connect the frontend to the backend. The backend uses Node.js, Express, and MongoDB.
Twitter clone with React.js, MongoDB and tailwind cssLet's build a Twitter clone using react.js, next.js, mongodb and tailwind css. +Simple tutorial with social sign in, tweeting, likes/hearts, comments/replies, profile edits (username, name bio), drag&drop image uploads and much more.
E-Commerce tutorial with Next.js, React, Tailwind, MongoDB and StripeIn this tutorial we are going to build a fully functional e-commerce app with next.js, react.js, tailwind css, mongodb and stripe. We are going to implement stripe checkout and webhook to receive information from stripe.
Build a Fullstack E-commerce using Next.js (react.js, mongo, tailwind, styled components)In this tutorial, You will learn how to build a fullstack ecommerce app using next.js and mongo database. It will be 2 projects with a lot of cool functionality.
Social Media App Tutorial (React.js, Supabase, Tailwind, Next.js)In this video we are going to build a full stack social media app with react.js, tailwind and supabase.
w3schools TutorialsFree Tutorials covering all aspects of web development and programming.
+ +### Machine Learning Algorithms + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +### Tools + +> Explore an amazing set of web development tools for working with text, images, icons, colors, extensions, and much more. + +#### Typography + +
Resource NameDescription
Linear Regression-1,Linear Regression-2Free fonts and font pairings to use for your next design project.
Logistic RegressionFree fonts and font pairings to use for your next design project.
Gradient DescentFree fonts and font pairings to use for your next design project.
Support Vector MachinesFree fonts and font pairings to use for your next design project.
Naive Bayes-1,Naive Bayes-2lorem20 nnunbuvyktuihf 88 8ogo 8 h
K Nearest NeighborsFree fonts and font pairings to use for your next design project.
Decision TreesFree fonts and font pairings to use for your next design project.
Random ForestFree fonts and font pairings to use for your next design project.
KMeans ClusteringFree fonts and font pairings to use for your next design project.
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
FontpairFree fonts and font pairings to use for your next design project.
Font SquirrelFont Squirrel offers a variety of free fonts for web use. You can also use their web font generator to create custom font kits for your site.
Google FontsGoogle Fonts offers a vast collection of free, open-source fonts for web projects. You can easily integrate these fonts into your website using CSS.
Adobe FontsAdobe Fonts provides access to a large library of high-quality fonts that you can use for web design. It's a paid service but offers excellent font customization options.
DaFontDaFont is a popular resource for free fonts, offering a wide range of styles. It's great for personal and non-commercial projects.
MyFontsMyFonts is a marketplace for commercial fonts, offering a vast selection of high-quality fonts for both web and print projects.
TypewolfTypewolf is a website that showcases beautiful typography in web design. It provides inspiration and identifies the fonts used in various web designs.
FontjoyFontjoy is a tool that helps you discover font pairings and experiment with typography combinations for your design projects.
Font LibraryFont Library offers a collection of high-quality, open-source fonts that can be used in web design. You can browse and download fonts for free.
FontsMarketFontsMarket provides a collection of free and premium fonts for web and print use. You can explore fonts by style, category, and more.
+ +#### Colors + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
PalettemakerCreate unique color schemes with AI and see them come to life on real design examples.
CoolorsCoolors is a fast and easy-to-use color scheme generator that helps you find beautiful color combinations for your web projects.
FlatUIColorsThis resource provides a collection of flat and trendy colors that work well for modern web design.
Realtime ColorsVisualize color palettes and fonts on a real website.
Color HuntColor Hunt is a collection of beautiful color palettes. You can browse and pick palettes to use in your web designs, making color selection a breeze.
MyColorMyColor is a color palette generator that helps you create beautiful color schemes and gradients. It provides a user-friendly interface for color selection.
ColorZilla Gradient EditorColorZilla's Gradient Editor allows you to create and customize CSS gradients with ease. You can experiment with gradient styles and copy the CSS code for your website.
Material PaletteMaterial Palette helps you choose colors that follow Google's Material Design guidelines. You can create palettes with primary and accent colors for a consistent look.
PalettonPaletton is a color scheme designer that allows you to create color palettes with various color combinations and preview them in real-time. It's helpful for web and graphic designers.
Color Hex - PalettesColor Hex offers a collection of color palettes for inspiration. You can explore different color combinations and find the perfect palette for your web project.
Image Color PickerImage Color Picker is a tool that helps you extract colors from images. Simply upload an image, and it will identify and provide the color codes used in the image.
WebFX Color Scheme GeneratorWebFX's Color Scheme Generator allows you to create cohesive color schemes for your web design projects by selecting a base color and generating matching colors.
Color PickerThis software extension allows you to pick colors from any web pages, color picker to get pixel code, rgb value of any image on the website you're browsing.
HypercolorA curated collection of beautiful Tailwind CSS gradients using the full range of Tailwind CSS colors. Easily copy and paste the class names, CSS or even save the gradients as an image.
Tailwind CSS Gradient GeneratorMix Tailwind CSS Colors and generate stunning text and background gradients or use our ready-made gradients to create remarkable designs.
+ +#### Generators + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
CSS PortalCSS Portal is home to many examples of CSS / HTML and how it can be used in website design.
Fancy Border Radius GeneratorA visual generator to build organic looking shapes with the help of CSS3 border-radius property.
Glassmorphism CSS GeneratorGlassmorphism CSS Generator
Neumorphism.ioCSS code generator that will help with colors, gradients and shadows to adapt this new design trend or discover its possibilities.
CSS GradientCSS Gradient is a tool that helps you create beautiful CSS gradients for your web projects with a simple and intuitive interface.
Buttons GeneratorCSS button generator is a free online tool you can use to create CSS button styles in one click.
CSS Grid Generatorbuilt with by sarah_edo. Columns. Rows. Column Gap (in px). Row Gap (in px). Please may I have some code. Reset grid.
Gradient AnimatorGradient Animator is a tool that helps you create and animate CSS gradients. You can generate dynamic and eye-catching gradient animations for your website backgrounds or elements.
Cubic Bezier GeneratorThis tool allows you to create and fine-tune cubic bezier easing functions for CSS transitions and animations, ensuring smooth and customized motion on your website.
CSS3Gen - Text Shadow GeneratorCSS3Gen's Text Shadow Generator enables you to create and fine-tune text shadow effects for web typography, helping you enhance the visual appeal of your website's text elements.
MockarooMockaroo is a data generator that helps you create realistic test data for your web applications. It's useful for testing and development purposes.
CSSmatic - Box Shadow GeneratorCSSmatic's Box Shadow Generator enables you to create and customize CSS box shadow effects with a visual interface, allowing you to control shadows on web elements.
Favicon.ioThe only favicon generator you need for your next project. Quickly generate your favicon from text, image, or choose from hundreds of emojis.
Favicon GeneratorThis online tool helps you generate favicons for your website. Favicons are small icons that appear in the browser tab, making your site easily identifiable to users.
Blob MakerBlob Maker is a tool that helps you create unusual shapes easily. With Blob Maker, you can experiment with different shapes, colors, and sizes to create eye-catching designs. You can copy and download the SVG file of the shapes you create, making it easy to integrate them into your web projects.
GetwavesGetwaves is a CSS generator that helps you create unique wave shapes for your web pages. With Getwaves, you can customize the wave’s amplitude, frequency, and color to match your website’s design. You can also copy and download the SVG file of the waves you create.
GlassmorphismGlassmorphism is another design trend that creates a frosted glass effect on elements. With Glassmorphism.com, you can customize the blur, opacity, and color of the glass effect and generate CSS code for your designs.
CSS Glow GeneratorCSS Glow Generator is a tool that helps you generate CSS code for a box-shadow effect. With CSS Glow Generator, you can quickly generate box-shadow CSS declarations for your website. You can customize the blur, spread, color, and position of the glow effect to match your website’s design.
CSS3 GeneratorCSS3 Generator is a website that provides many useful CSS generators to demonstrate various CSS properties. With CSS3 Generator, you can experiment with CSS code for border-radius, text-shadow, box-shadow, and many other CSS properties.
CSS Filter GeneratorCSS Filter Generator is a tool that helps you create and visualize images with different CSS filters applied to them. With CSS Filter Generator, you can experiment with filters like blur, brightness, contrast, and many others to create unique effects for your website.
Clip Path MakerClip Path Maker is a CSS generator that helps you create complex shapes with the clip-path property. With Clip Path Maker, you can create shapes like triangles, circles, polygons, and many others by adjusting the clip-path parameters.
+ +#### Icons + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
BoxiconsBoxicons is a free collection of carefully crafted open source icons. Each icon is designed on a 24px grid with the material guidelines.
FontawesomeFontAwesome is a popular icon library that offers a wide range of scalable vector icons that can be easily customized for your web projects. + +
Material Icons Google's Material Icons is a comprehensive collection of icons designed according to Material Design guidelines.
FlaticonFlaticon offers a vast collection of free and premium icons, including vector icons and customizable sets for your design projects.
IconfinderIconfinder is a comprehensive platform for discovering and downloading high-quality icons. It offers both free and premium icon sets.
Icons8Icons8 offers a diverse collection of icons, including a free library and a paid service for customizable and vector icons.
IconmonstrIconmonstr provides a simple and clean collection of free, high-quality icons that you can download without attribution.
The Noun ProjectThe Noun Project is a platform dedicated to symbols and icons. It offers both free and paid icons for various design purposes.
Feather IconsFeather Icons is a collection of simply designed, open-source icons that are easy to customize and use in your web projects.
IconshockIconshock provides a wide range of premium and free icons, including icon packs, vector icons, and more for design projects.
Icons DBIcons DB offers a library of high-quality, free icons in various styles and formats that you can download and use in your projects.
Icon IconsIcon Icons offers a selection of free and premium icons, including SVG, PNG, and more formats for design and development.
IconArchiveIconArchive is a vast resource for free icons and icon sets. It also provides icon-related articles and tutorials.
Line AwesomeLine Awesome is an open-source icon set designed to be a replacement for Font Awesome. It's perfect for web projects.
IconBrosIconBros offers a collection of free and premium icons that are easy to customize, making them suitable for various design projects.
FreeiconsGet the best icons at Freeicons. We have a huge selection of high quality icons available for download in various formats such as PNG, SVG,EPS and vector.
LucideDesigned with a strict set of design rules for consistency in style and readability.
+ +#### Animations + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
AnimistaAnimista is a CSS animation library and a place where you can play with a collection of ready-made CSS animations.
Animate CSSAnimate.css is a popular library for adding ready-made CSS animations to your projects. You can learn from its examples and documentation.
Keyframes.appAn easy way to create CSS animations, box-shadows, colors, and more. Use the visual editors to adjust properties and watch the changes live as you make them. Then, instantly get the generated CSS to use in your projects. In addition to its core features, Keyframes is completely free, private and open source.
GreenSock Animation Platform (GSAP)GSAP is a powerful JavaScript animation library that allows you to create high-performance, smooth animations for web projects.
Anime.jsAnime.js is a lightweight JavaScript animation library that enables you to create simple to complex animations with ease.
LottieFilesLottieFiles is a platform for using and sharing animations made with Adobe After Effects as JSON files in web projects.
WOW.jsWOW.js is a JavaScript library for creating scroll-triggered animations. It allows you to animate elements as they enter the viewport, adding a touch of interactivity to your website.
ScrollMagicScrollMagic is a JavaScript library for creating scroll-based animations. It allows you to trigger animations as users scroll down a webpage, adding interactive effects to your site.
+ +#### Code Playgrounds + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Code PenCodePen is a social development environment for front-end designers and developers. Build and deploy a website, show off your work, build test cases to learn and debug, and find inspiration.
JSFiddleJSFiddle is an online JavaScript and frontend code editor that allows you to test and share code snippets with others. It supports HTML, CSS, and various JavaScript libraries.
JS BinJS Bin is a collaborative JavaScript debugging tool. It's simple to use and provides a live preview of your HTML, CSS, and JavaScript code.
ReplitReplit offers an online development environment for a wide range of programming languages, making it suitable for both frontend and backend development. It also provides collaborative features.
CodeSandboxWhile primarily known for frontend development, CodeSandbox also offers support for building Node.js applications, making it a suitable choice for backend development in JavaScript.
StackBlitzStackBlitz is an online IDE for web development that allows you to create Angular, React, and Vue.js projects in the browser.
ProgramizAN online IDE that allows you to write and test codes in numerous languages like python, HTML, java, javascript, etc.
+ +#### Chrome extenstion + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Pesticide for ChromeThis extension inserts the Pesticide CSS into the current page, outlining each element to better see placement on the page.
Web DeveloperThe Web Developer extension is a versatile tool that allows you to inspect and edit CSS in real-time, among many other web development tasks.
VisBugVisBug is a powerful extension for visually manipulating and tweaking CSS styles directly on a web page. It's great for learning by experimentation.
ColorZillaWhile primarily a color picker tool, ColorZilla also offers a CSS gradient generator and other useful CSS-related features.
CSS PeeperCSS Peeper allows you to inspect and analyze the styles of a webpage, making it easier to learn from other websites' designs.
WappalyzerWappalyzer is a browser extension that helps you discover the technologies used on websites. It identifies CMS, web frameworks, and more.
LastPassLastPass is a popular password manager and security extension for managing your online accounts and passwords securely.
WhatFontWhatFont enables you to easily identify the fonts used on a web page by simply hovering over the text.
OctotreeOctotree is a GitHub code tree extension that offers a convenient way to navigate and search through GitHub repositories.
JSON FormatterJSON Formatter makes reading JSON data more user-friendly by formatting it in a tree view.
User-Agent SwitcherUser-Agent Switcher helps you change your user-agent to simulate different browsers and devices for testing responsive designs.
SEOquakeSEOquake provides a wide range of SEO tools for analyzing web pages, including on-page SEO parameters, keyword density, and more.
BuiltWith Technology ProfilerThis extension helps you discover the technology stack used on a website, including frameworks, CMS, and other web technologies.
Visual CSS Style EditorVisual CSS Style Editor allows you to visually edit the CSS styles of any webpage. You can modify and preview changes in real-time.
+ +#### Stock Photos Videos + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
UnsplashUnsplash is a popular platform for high-quality, free-to-use photos and images. It's a go-to resource for web designers and developers looking for stunning visuals.
PexelsPexels offers a vast library of free stock photos and videos. It's a valuable resource for finding visual content for web projects.
ShutterstockShutterstock is a well-known platform that provides a wide range of stock photos, videos, and illustrations. It offers both free and premium content.
PixabayPixabay is a repository of free images, photos, and videos. It's a great resource for finding creative commons-licensed visuals for web projects.
VidevoVidevo offers a selection of free stock videos, motion graphics, and music. It's a valuable resource for web developers looking to enhance their projects with video content.
VecteezyChoose from over a million free vectors, clipart graphics, vector art images, design templates, and illustrations created by artists worldwide!
FreepikTurn ideas into outstanding designs with high-quality vectors, photos, videos, mockups, and more
+ +#### SVGs + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
SVG ViewerSVG Viewer allows you to view and inspect SVG files in a user-friendly interface, making SVG debugging and optimization easier.
Hero PatternsHero Patterns is a collection of repeatable SVG background patterns for you to use in your web projects.
SVG BackgroundsSVG Backgrounds offers a vast library of customizable SVG backgrounds for your web designs, providing a modern and visually appealing touch.
HaikeiGenerate unique SVG design assets.
UnDrawUnDraw provides a selection of customizable SVG illustrations that you can use to add a unique touch to your web designs.
humaaanshumaaans is a resource for customizable human illustrations in SVG format. You can mix and match elements to create unique characters for your web projects.
ManyPixels IllustrationsManyPixels Illustrations offers a selection of SVG illustrations and images that you can use to enhance your website or app designs.
Lukasz Adam IllustrationsLukasz Adam provides a collection of high-quality, hand-drawn SVG illustrations for free, which you can use in various web and design projects.
StorysetEdit and animate all our customizable illustrations to enhance your projects totally free. Start now to be creative in our online editor.
SVG MinifySVG Minify is an online tool for minimizing the size of SVG files. It optimizes SVGs for the web by removing unnecessary metadata and whitespace.
SVGRepoSVGRepo is a collection of high-quality SVGs that you can download and use for free. It's a convenient resource for finding SVG icons and graphics.
SVG Sprit.esSVG Sprit.es is a tool for creating SVG sprites. It helps you consolidate multiple SVG icons into a single sprite, reducing HTTP requests and improving performance.
SVGOSVGO is a Node.js-based tool for optimizing SVG files. You can use it to reduce the size of SVGs, remove unnecessary data, and improve website loading times.
SVG.jsSVG.js is a JavaScript library for manipulating and animating SVG. It provides a simple and efficient way to work with SVG graphics in web development.
Subtle PatternsSubtle Patterns offers a collection of subtle and seamless background patterns that you can use to enhance the design of your websites.
+ +#### Other Tools + + + + + + + + + + +
Resource NameDescription
Over APIoverapi. com is a site collecting all the cheatsheets,all! Computers Electronics and Technology-> Programming and Developer Software.
+ +### UI Components + +> Explore a variety of UI components and ready-to-use code snippets to enhance your project. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Tailwind UIBuild your next idea even faster. Beautifully designed, expertly crafted components and templates, built by the makers of Tailwind CSS.
Semantic UISemantic UI is an open-source framework that uses CSS and jQuery to build great user interfaces. It is the same as a bootstrap for use and has different great elements to use to make your website look more amazing. It uses a class to add CSS to the elements.
UiverseUniverse of UI; Hundreds of Open Source UI elements.
Ant DesignAn enterprise-class UI design language and React UI library with a set of high-quality React components, one of best React UI library for enterprises.
MantineBuild fully functional accessible web applications faster than ever – Mantine includes more than 100 customizable components and 50 hooks to cover you in any situation
Material UIMUI offers a comprehensive suite of free UI tools to help you ship new features faster. Start with Material UI, our fully-loaded component library, or bring your own design system to our production-ready components. +
30-seconds-of-codeDiscover short code snippets for all your development needs.
W3Schools How ToCode snippets for HTML, CSS and JavaScript.
Eleme.ioA Desktop UI Library. Element, a Vue 2.0 based component library for developers, designers and product managers
FoundationFoundation is a responsive front-end framework that provides a range of UI components, including a responsive grid system, forms, and navigation menus.
SitePointSitePoint offers a collection of web development tutorials, articles, and code snippets, covering a wide range of UI and front-end development topics.
Smashing MagazineSmashing Magazine is a well-known resource for web designers and developers, providing articles, tutorials, and code snippets for building creative and effective UI components.
FlowbiteFlowbite is an ecosystem built on top of Tailwind CSS including a component library, block sections, a Figma design system and other resources.
Aceternity UIReplicate the most trending components in your websites without having to worry about styling and animations. +
+ +### Books + +> Discover a diverse collection of valuable books for Machine Learning. + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescriptionStatus
Hands-On Machine Learning with Scikit-Learn and TensorFlowThis book by Jon Duckett is incredibly popular. If you are a beginner in designing and recently started learning HTML and CSS then this book is best for you to learn everything from scratch to an expert level. The quality of content in this book is very high, also the presentation of everything is well organized.Free
The hundred page machine learning bookLearning only the basic coding literature is not enough if you do not practice writing real-life applications. The 3rd Edition of Eloquent JavaScript, written by Marijn Haverbeke, is a gold mine for anyone working with JavaScript in a modern Web application framework. + Through this book, you get to learn about asynchronous programming, bug fixing, and, of course, error handling.free
Data mining practical machine learning tools and techniquesLearning only the basic coding literature is not enough if you do not practice writing real-life applications. The 3rd Edition of Eloquent JavaScript, written by Marijn Haverbeke, is a gold mine for anyone working with JavaScript in a modern Web application framework. + Through this book, you get to learn about asynchronous programming, bug fixing, and, of course, error handling.free
+ +### Communities + +> Discover communities where you can learn and network while studying web development. These communities may include Discord servers, Reddit communities, Facebook groups, Twitter, and more. + +#### Discord + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Kevin Powel - CommunityA friendly place for developers to meet +other devs, ask questions, get help, and +just have a good time
ASAP FrontendLearn to Code and Become a Professional Software Engineer ASAP
W3schoolOn a quest to make learning available +to everyone - everywhere!
#FrontEndDevelopers#frontendDevelopers is now a Discord community for creative developers to exchange information, ask and answer questions, share work, and find gigs.
The Programmer's HangoutThe Programmer's Hangout (TPH) is a discord community geared towards programming. The use of the word "geared" here is important because more accurately it's a discord for programmers of all kinds. If you're a green noob with 5 lines of code under your belt, or if you're a veteran with 15 years of industry experience, TPH has a place for you. More than that, there are over 90,000 people here. You can guarantee you won't be the only person with your experience level on the server.
+ +#### Reddit + + + + + + + + + + + + + + + + + + +
Resource NameDescription
r/Frontend//r/frontend is a subreddit for front end web developers who want to move the web forward or want to learn how. If you're looking to find or share the latest and greatest tips, links, thoughts, and discussions on the world of front web development, this is the place to do it.
r/webdev/A community dedicated to all things web development: both front-end and back-end. For more design-related questions, try /r/web_design.
r/Frontend/r/frontend is a subreddit for front end web developers who want to move the web forward or want to learn how. If you're looking to find or share the latest and greatest tips, links, thoughts, and discussions on the world of front web development, this is the place to do it.
+ +#### Facebook Groups + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Learn HTML, CSS and JavaScriptWe are trying to build a big community + (Group) on Facebook for helping beginner + programmers or those who want to start + programming. #Html #css and #Js
Web developerWeb developer - a community of the best experts HTML / CSS / PHP / JAVASCRIPT ...
Web developersWeb Developers, HTML, CSS, JavaScript, PHP, C#, ASP .net and more. Discuss coding and jobs to funny memes. Tutorials from beginner to advanced.
Full Stack Developers / DevOps / Software Designers and ArchitectsA community of professional developers from every background. + We are here to discuss issues or problems related to all the software development phases that includes planning, designing, architecture, patterns, UI/API/DB development, deployment, continuous integration etc.
Advanced Front-End Developers (ReactJS)This group focuses on expanding knowledge by filtering beginner questions and assuming a minimum of 2 years of experience in JavaScript front-end development, specifically ReactJS.
Javascript DevelopersThis group is all about JavaScript questions answers new tricks coding skills development JavaScript new frameworks tutorials and all Angularjs, ReactJs, NodeJs & all
Front-End DevelopersArticles/ Posts, Questions, Answers and Help - all about Front-end Web Development
+ +#### X Tech Communities + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Web DevelopersFind coding help, gigs, freelancing opportunities, or just someone to hang with. +
Web Developers CommunityFor Web Dev Tips and Tricks +
Web Development GeeksIf you just joined, welcome! We're building a community of people doing amazing things in the web development🚀 Share what you're working on 👨‍💻❤ +
Tech 360Sharing knowledge and information on web development and programming in general. | Home to the #coding360challenge ♥️♥️ Remember to eat before coding ✅ 😑 +
WeMakeDevsThis is a community which provides free hands-on training in various fields of computer science and have an inclusive community focusing on a learn by doing approach. +
The Dev CommunityOpen community for all the developers on Twitter. Learn and share knowledge through this forum. +
Tech Events and Meetups- IndiaJoin this community to know about events, meetups and other tech opportunities in India. +
+ +### GitHub Repositories + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
ML-for-Beginners by MicrosoftHashnode is another global programming community where experienced developers answer questions, give suggestions, share their stories, and provide feedback on ongoing projects. Users post micro-blogs about technical issues or real-life development dilemmas, and community members answer and share them — you can follow specific prolific authors or tags on specific programming languages.
Machine Learning TutorialDEV Community, or dev.to, is an open source online community presented as a place for programmers to share ideas and help each other grow. According to the vendor, developers are welcome to submit stories, tutorials, questions, or anything worth discussing on dev.to.
ML by ZoomcampStack Overflow is the largest, most trusted online community for developers to learn, share​ ​their programming ​knowledge, and build their careers.
Mathematics for MLA community for web designers and developers to discuss everything from HTML, CSS, JavaScript, PHP, to Photoshop, SEO and more.
ML YouTube CoursesA community for web designers and developers to discuss everything from HTML, CSS, JavaScript, PHP, to Photoshop, SEO and more.
Books for Learning Machine LearningA community for web designers and developers to discuss everything from HTML, CSS, JavaScript, PHP, to Photoshop, SEO and more.
+ +### YouTube Channels + +> Explore amazing YouTubers specializing in web development. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Deep Learning AIWeb Dev Simplified is all about teaching web development skills and techniques in an efficient and practical manner. If you are just getting started in web development Web Dev Simplified has all the tools you need to learn the newest and most popular technologies to convert you from a no stack to full stack developer. Web Dev Simplified also deep dives into advanced topics using the latest best practices for you seasoned web developers.
Machine Learning with PhilSlaying the dragon is about facing your fears, pursuing meaning and transforming into the web developer you were always destined to be.
Sent DexTraversy Media features the best online web development and programming tutorials for all of the latest web technologies from the building blocks of HTML, CSS & JavaScript to frontend frameworks like React and Vue to backend technologies like Node.js, Python and PHP.
Abhishek ThakurFireship is a popular YouTube channel dedicated to providing high-quality, concise tutorials on web development, covering topics like JavaScript, frameworks, and modern development practices. +
DataschoolFreeCodeCamp, which has a YouTube channel, also offers more comprehensive online courses, and students can choose from 300-hour programs in skills like responsive web design, JavaScript algorithms, and data visualization. You can also find several free online courses in Python, an in-demand coding language. +
codebasicsA community for web designers and developers to discuss everything from HTML, CSS, JavaScript, PHP, to Photoshop, SEO and more.
+ +### Games + +> Learn web development by playing games! Here, you can find a good resources for mastering web development through playing games. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Flexbox DefenseYour job is to stop the incoming enemies from getting past your defenses. Unlike other tower defense games, you must position your towers using CSS!
Flexbox FroggyWelcome to Flexbox Froggy, a game where you help Froggy and friends by writing CSS code!
Grid GardenWelcome to Grid Garden, where you write CSS code to grow your carrot garden! Water only the areas that have carrots by using the grid-column-start property.
Code MonkeyCodeMonkey(opens in a new tab) teaches coding using CoffeeScript — a real open-source programming language that compiles to JavaScript — to teach you to build your own games in HTML5. It’s aimed at coding for kids, but it’s definitely fun for adults, too.
CodinGameCodinGame(opens in a new tab) offers up fun free open-source programming games to help coders learn more than 25 programming languages, including JavaScript, Ruby, and PHP.
RobocodeIf you’ve ever watched the show BattleBots, then Robocode(opens in a new tab) is for you. You’ll learn programming skills by building virtual robot battle tanks in Java or .NET. Battles are then played out onscreen in real time.
CSS DinerThe CSS Diner webapp is really fun and genuinely educational for developers of all skill levels. You’ll go through 26 different levels of increasing difficulty. The first few levels teach core fundamentals like element selectors and class selectors. In the later levels you’re working with advanced concepts like :only-of-type and :not(x).
Code PipCodepip is the platform for your favorite web development games. Gain an edge in your next interview or project.Create a free account to enjoy the features.
+ +### Interview + +> Here are valuable resources to help you excel in your web development interview. You'll find videos, articles, and more to aid your preparation. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Web Development Interview Here is the short important concept which should be know for the preparation of Web development Interveiw
Frontend Interview Questions This is the collection of interview question which will be helpful in your learning journey.
Projecr EulerComplete the programming challenges below, from the massive Project Euler archives. These will harden your algorithm and mathematics knowledge. + +These problems range in difficulty and, for many, the experience is inductive chain learning. That is, by solving one problem, it will expose you to a new concept that allows you to undertake a previously inaccessible problem. Can you finish them all?
Coding Interview PrepIf you're looking for free coding exercises to prepare for your next job interview, we've got you covered. + +This section contains hundreds of coding challenges that test your knowledge of algorithms, data structures, and mathematics. It also has a number of take-home projects you can use to strengthen your skills, or add to your portfolio.
100 Days Of Frontend Interview QuestionsThis repo will contain 500 frontend interview questions which will have HTML, CSS, Javascript & React questions. I will add not any question in which we have to write code, just theory questions.
JavaScript interview QuestionsThis book's goal is to help javascript frontend developers prepare for technical job interviews through a collection of carefully compiled questions.
Getting Hired CourseWeb development is a lifelong journey of learning and growth. Continue that journey on a professional development team! You'll learn where to find jobs, how to do great interviews, and the best strategies to launch your career.
+ +### Challenges + +> Discover valuable websites to enhance your coding skills, critical thinking, and problem-solving abilities. + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
CSS BattleThe funnest multiplayer game with 300K+ web designers & developers. Replicate the target images using CSS - the shorter your code, the higher your score! Happy coding!
Frontend MentorImprove your front-end skills by building real projects. Solve real-world HTML, CSS and JavaScript challenges whilst working to professional designs.
iCodeThisDaily projects you can build to improve your coding skills!
Code WarsCode Wars(opens in a new tab) helps you improve your skills by training in challenges with others. They offer a huge variety of programming languages, including JavaScript, Swift, PHP, Python, Ruby, and Haskell.
+ +### Best Practices + +> Some resources to help adhere to industry best practices. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
NodeJS Logging Best PracticesThe Frontend Analystics company LogRocket's comprehensive guide to NodeJS logging best practices
NextJS Data FetchingOfficial NextJS recommended patterns and best practices for fetching data in React and Next.js. It goes over some of the most common patterns and how to use them.
Backend Best PracticesA collection of best practices that are framework agnostic and are valid for various backend architectures
Front-end Coding Standards and Best PracticesA design agency, Cxpartners, made their guide frontend best practices public for all to learn from.
Design patternsAs developers, our goal is not just to make things work, but also to make sure our code is maintainable, scalable, adaptable and reusable. Enter design patterns — the time-tested blueprints that empower us to tackle recurring design problems with elegance and efficiency. This Medium article explains design patterns with real world examples using java in simple way. + +
Solid principlesSOLID principles are one of the object-oriented approaches used in software development, intended to create quality software. The broad goal of the SOLID principles is to reduce dependencies, so that developers can change one area of the software without affecting others. Furthermore, they are intended to make designs easier to understand, maintain, reuse, and extend. This Medium article explains solid principles with real world examples using java in simple way. + +
+ + ### Projects + +> These Projects help you gain real time website building exprience by building these projects. + + #### Beginner level projects + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Landing Page + This link helps you to Create a Landing Page Using HTML, CSS, and JavaScript provides a practical demonstration of the benefits of building landing pages for improving web development skills. +
ToDo application + This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. +
Calculator + This link helps you to create using HTML, CSS, JS. This project mainly focuses on logic using JS, and also forces you to sharpen you logical thinking skills. +
Responsive Web PageThis link helps you to create responsive web pages using HTML, CSS, JS.This project mainly focuses on making the web page responsive using CSS. +
Quiz game + This link helps you to create a quiz game.This project focuses more on manipulating the Document Object Model (DOM) are excellent for beginners to reinforce their understanding of how JavaScript interacts with web pages +
PacMan GameThis game includes classic features like the maze, pellets, and ghosts, and learn some cool React stuff along the way. The game will be easy to play with arrow keys.
Expense Tracker It is a web application developed using React. Its main purpose is to assist users in keeping track of their expenses.
Password GeneratorThis application will generate strong and secure passwords based on user preferences, such as password length and character types. It aims to provide a convenient tool for users to generate random passwords that are difficult to guess and enhance their online security.
Typing Speed TesterTyping Speed Tester will provides a random paragraph for the user to type as accurately and quickly as possible within a fixed time limit of one minute. This application also displays the time remaining, counts mistakes calculates the words per minute and characters per minute, and updates these all dynamically in real time.
JavaScript Music PlayerThis JavaScript music player is an interactive web-based application that allows users to play audio files directly from their browser. It is built primarily using JavaScript ,React along with HTML and CSS, to handle the user interface and the media playback.
+ + #### Intermediate level projects + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Drawing App + This link helps you understand deep JS by building a drawing app. This project is the best practice for understanding intermediate DOM elements and Events. +
Weather application + This link helps you to understand APIs and how they work in realtime. This website also teaches you the basics of Apis. +
Blogging Website + This GitHub repo teachs you how to create a blogging website using HTML, CSS ,REACT. This project is very helpful for understanding the React basics and Frontend Basics. +
Pintrest CloneThis GitHub repo helps you build Pinterest Clone by using HTML and a CSS framework known as TAILWINDCSS.This project is gives you the best practice to learn Tailwindcss. +
Restaurent Management System + This GitHub repo is best for understanding how databases and website communicate with each other. +
+ + #### Advance level projects + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Real-Time Chat Application + This link helps you build a real time chat application by using HTML,CSS,socket i.o,Node.js. This project is very helpful in learning about how real time chatting applications like facebook,whatsapp work. +
E-Commerce Website + This link helps Build a E-commerce website using Django as serving Backend and React as serving the Frontend of the project. +
Payment Website + This article helps you to build a Payment website using node.js, express.js and Paystack API. This project helps you to understand the Backend even deeper. +
Stock Market Portfolio + This link helps you build a stock market portfolio by using the MERN stack(MongoDB, Express.js, React.js, Node.js),Express,Node serving as Backend and React serving as Frontend for the project. +
Discord clone + This GitHub repo helps you build a discord clone using technologies:React, Redux, React-Router, Firebase, Material-UI, SASS, JavaScript, HTML5. +
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z@AB__*x}C=fojaB0mf9y+K2cVvh^`42ofh>=cqWxSCNq`$jlZbB|=!`k`y%=Nk+T> z8UFr?hExdaypnk|9toh;3Ir^l+Rk?*?)w_~4-P;H31+l*|4!-p z!RSDpFl1$u?PR3aOR$r2=6tDBju3116|>^8gx^wmwEtEfA|DB(-p+h{b`*=w)(HXg zXk9bN%5D?ZRnZk;l|A^!v?xug!=tkM~-=F^n48I=g literal 0 HcmV?d00001 From 9f89c1b68b86c1ba8a25b85d012713a0d849eea1 Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Fri, 17 May 2024 09:36:45 +0530 Subject: [PATCH 02/17] datasets added --- Machine learning/README.md | 32 +++++++++----------------------- 1 file changed, 9 insertions(+), 23 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index fe8e9896..8f4f26be 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -33,6 +33,7 @@ - [Facebook Groups](#facebook-groups) - [X Tech Communities](#x-tech-communities) - [Other Communities](#other-communities) +- [Datasets](#datasets) - [GitHub Repositories](#github-repositories) - [Youtube Channels](#youtube-channels)
- [Projects](#projects) - - [Beginner level](#beginner-level-projects) + ### Overview @@ -1307,129 +1307,15 @@ This section contains hundreds of coding challenges that test your knowledge of Description - Landing Page + 100+ Machine learning projects This link helps you to Create a Landing Page Using HTML, CSS, and JavaScript provides a practical demonstration of the benefits of building landing pages for improving web development skills. - ToDo application + 500 ML projects repo This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. - - Calculator - - This link helps you to create using HTML, CSS, JS. This project mainly focuses on logic using JS, and also forces you to sharpen you logical thinking skills. - - - - Responsive Web Page - This link helps you to create responsive web pages using HTML, CSS, JS.This project mainly focuses on making the web page responsive using CSS. - - - - Quiz game - - This link helps you to create a quiz game.This project focuses more on manipulating the Document Object Model (DOM) are excellent for beginners to reinforce their understanding of how JavaScript interacts with web pages - - - - PacMan Game - This game includes classic features like the maze, pellets, and ghosts, and learn some cool React stuff along the way. The game will be easy to play with arrow keys. - - - Expense Tracker - It is a web application developed using React. Its main purpose is to assist users in keeping track of their expenses. - - - Password Generator - This application will generate strong and secure passwords based on user preferences, such as password length and character types. It aims to provide a convenient tool for users to generate random passwords that are difficult to guess and enhance their online security. - - - Typing Speed Tester - Typing Speed Tester will provides a random paragraph for the user to type as accurately and quickly as possible within a fixed time limit of one minute. This application also displays the time remaining, counts mistakes calculates the words per minute and characters per minute, and updates these all dynamically in real time. - - - JavaScript Music Player - This JavaScript music player is an interactive web-based application that allows users to play audio files directly from their browser. It is built primarily using JavaScript ,React along with HTML and CSS, to handle the user interface and the media playback. - - - - #### Intermediate level projects - - - - - - - - - - - - - - - - - - - - - - - - - - -
Resource NameDescription
Drawing App - This link helps you understand deep JS by building a drawing app. This project is the best practice for understanding intermediate DOM elements and Events. -
Weather application - This link helps you to understand APIs and how they work in realtime. This website also teaches you the basics of Apis. -
Blogging Website - This GitHub repo teachs you how to create a blogging website using HTML, CSS ,REACT. This project is very helpful for understanding the React basics and Frontend Basics. -
Pintrest CloneThis GitHub repo helps you build Pinterest Clone by using HTML and a CSS framework known as TAILWINDCSS.This project is gives you the best practice to learn Tailwindcss. -
Restaurent Management System - This GitHub repo is best for understanding how databases and website communicate with each other. -
- - #### Advance level projects - - - - - - - - - - - - - - - - - - - - - - - - - - -
Resource NameDescription
Real-Time Chat Application - This link helps you build a real time chat application by using HTML,CSS,socket i.o,Node.js. This project is very helpful in learning about how real time chatting applications like facebook,whatsapp work. -
E-Commerce Website - This link helps Build a E-commerce website using Django as serving Backend and React as serving the Frontend of the project. -
Payment Website - This article helps you to build a Payment website using node.js, express.js and Paystack API. This project helps you to understand the Backend even deeper. -
Stock Market Portfolio - This link helps you build a stock market portfolio by using the MERN stack(MongoDB, Express.js, React.js, Node.js),Express,Node serving as Backend and React serving as Frontend for the project. -
Discord clone - This GitHub repo helps you build a discord clone using technologies:React, Redux, React-Router, Firebase, Material-UI, SASS, JavaScript, HTML5. -
+ From e4fb1a94bb610ea7a02e05b252cb8df2d7da16a4 Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Fri, 17 May 2024 09:46:49 +0530 Subject: [PATCH 04/17] few errors fixed --- Machine learning/README.md | 2 +- Machine learning/image.png | Bin 352067 -> 0 bytes README.md | 1 + 3 files changed, 2 insertions(+), 1 deletion(-) delete mode 100644 Machine learning/image.png diff --git a/Machine learning/README.md b/Machine learning/README.md index 443cced4..05b38eb9 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -1,4 +1,4 @@ -# Web Development 🌐 +# Machine Learning 🌐 ## Table of Contents diff --git a/Machine learning/image.png b/Machine learning/image.png deleted file mode 100644 index a320ce5287bf9287870e907cb52d6a6e2e4eeedf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 352067 zcmbTebwHF`7d|>PN;iUtfPgfJbPEX5(wzcINO!k13JB669Yc=v5YpY<-3>$E7tcAK zbH4B1`}^+ozhUNm_u9`|d+oKJ{cM93{ld`#C#UgcHRz?XgM&v-jk%e*`2$jS5OO1k7=)k?LidJa{Xcwo 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z@AB__*x}C=fojaB0mf9y+K2cVvh^`42ofh>=cqWxSCNq`$jlZbB|=!`k`y%=Nk+T> z8UFr?hExdaypnk|9toh;3Ir^l+Rk?*?)w_~4-P;H31+l*|4!-p z!RSDpFl1$u?PR3aOR$r2=6tDBju3116|>^8gx^wmwEtEfA|DB(-p+h{b`*=w)(HXg zXk9bN%5D?ZRnZk;l|A^!v?xug!=tkM~-=F^n48I=g diff --git a/README.md b/README.md index bf3c9d8e..5a4a2c26 100644 --- a/README.md +++ b/README.md @@ -30,6 +30,7 @@ Here is a list of the currently available categories of the project:
- [UI & UX Design](https://github.com/jfmartinz/ResourceHub/tree/main/UI-UX%20Design) - [Web3](https://github.com/jfmartinz/ResourceHub/tree/main/Web3) - [Database](https://github.com/jfmartinz/ResourceHub/tree/main/DBMS%20(Database)) +- [Machine Learning](https://github.com/chaanakyaaM/ResourceHub/tree/main/Machine%20learning) ## How to contribute From 59a54e404100b62f26f90029a4797220ca4b33f1 Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Fri, 17 May 2024 10:06:45 +0530 Subject: [PATCH 05/17] courses added --- Machine learning/README.md | 105 ++++++++----------------------------- 1 file changed, 22 insertions(+), 83 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index 05b38eb9..6c9e717a 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -14,9 +14,9 @@ - [Fundamentals of Programming Language](#fundamentals-of-programming-language) - [Introduction to Machine Learning]() -- [Tools](#tools)
- - [Typography](#typography) - - [Colors](#colors) +- [Machine learning algorithms](#machine-learning-algorithms) +- [Tools and Modules](#tools-and-modules)
+ - [Books](#books)
- [Communities](#communities) @@ -168,65 +168,6 @@ This category is a curated collection of valuable Machine learning resources con Types of Machine learning In this one video, learn how to develop a fully functional full-stack MERN dashboard application with complete CRUD functionalities, authentication, pagination, sorting, filtering, and more! - - Build and Deploy a Modern Full Stack Social Media App | FULL COURSE - With all advanced Social Media features, such as Google Authentication, create, edit, delete and save posts, like and comment on other people's posts, search and filter images and much more, ShareMe is the best Image Sharing Social Media App that you can currently find on YouTube and on the entire internet. - - - Build and Deploy a Full Stack MERN Next.js 13 Threads App | React, Next JS, TypeScript, MongoDB - Develop Threads, Next.js 13 app that skyrocketed to 100 million sign-ups in less than 5 days, and dethroned giants like Twitter, ChatGPT, and TikTok to become the fastest-growing app ever! - - - MERN Stack Tutorial - Book Store Project - Learn the MERN stack (MongoDB, Express, React, Node.js) in this crash course for beginners. Here are some of the topics you will learn about: - - Backend CRUD - - Backend Router - - CORS Policy - - MongoDB operations - - Frontend CRUD - - Frontend Router - - - Blog MERN stack project - - in this course, I will teach you how you can create a full-stack app step by step. -this course has two sections: -1- at the first we will create the Front-end part with React.js and Tailwind CSS. -2- then we will create our Back-end with Node.js and MongoDB and finally connect our Front-end to our Back-end. - - - - 100devs - 100Devs is a diverse and inclusive community of 1000s of participants in a training program run by Leon Noel. It is 100% free and requires absolutely no previous technical experience. This is not a coding bootcamp, this is a how-to-get Full Stack Web Dev job bootcamp - - - - The Odin Project - The Odin Project is one of those "What I wish I had when I was learning" resources. Not everyone has access to a computer science education or the funds to attend an intensive coding school and neither of those is right for everyone anyway. This project is designed to fill in the gap for people who are trying to hack it on their own but still want a high quality education. - - - - Full Stack Web Development for Beginners (Full Course on HTML, CSS, JavaScript, Node.js, MongoDB) - Learn full-stack web development in this full course for beginners. First, you will learn the basics of HTML, CSS, and JavaScript. Then, you will learn how to put everything together to create a frontend movie search app. Finally, you will learn how to create a backend API to create movie reviews and connect the frontend to the backend. The backend uses Node.js, Express, and MongoDB. - - - Twitter clone with React.js, MongoDB and tailwind css - Let's build a Twitter clone using react.js, next.js, mongodb and tailwind css. -Simple tutorial with social sign in, tweeting, likes/hearts, comments/replies, profile edits (username, name bio), drag&drop image uploads and much more. - - - E-Commerce tutorial with Next.js, React, Tailwind, MongoDB and Stripe - In this tutorial we are going to build a fully functional e-commerce app with next.js, react.js, tailwind css, mongodb and stripe. We are going to implement stripe checkout and webhook to receive information from stripe. - - - Build a Fullstack E-commerce using Next.js (react.js, mongo, tailwind, styled components) - In this tutorial, You will learn how to build a fullstack ecommerce app using next.js and mongo database. It will be 2 projects with a lot of cool functionality. - - - Social Media App Tutorial (React.js, Supabase, Tailwind, Next.js) - In this video we are going to build a full stack social media app with react.js, tailwind and supabase. - - w3schools Tutorials Free Tutorials covering all aspects of web development and programming. @@ -276,12 +217,22 @@ Simple tutorial with social sign in, tweeting, likes/hearts, comments/replies, p KMeans Clustering Free fonts and font pairings to use for your next design project. + -### Tools +### Tools and Modules > Explore an amazing set of web development tools for working with text, images, icons, colors, extensions, and much more. -#### Typography + + + + + + + + + +
Resource NameDescription
FontpairFree fonts and font pairings to use for your next design project.
@@ -1258,9 +1209,9 @@ This section contains hundreds of coding challenges that test your knowledge of
-### Best Practices +### Courses -> Some resources to help adhere to industry best practices. +> These are Some valuable resources for learning Machine learning. @@ -1268,31 +1219,19 @@ This section contains hundreds of coding challenges that test your knowledge of - + - + - + - + - - - - - - - -
Description
NodeJS Logging Best Practices Machine learning with python by Freecodecamp The Frontend Analystics company LogRocket's comprehensive guide to NodeJS logging best practices
NextJS Data Fetching Machine learning by university of washington Official NextJS recommended patterns and best practices for fetching data in React and Next.js. It goes over some of the most common patterns and how to use them.
Backend Best Practices Post Graduate Programme in Machine Learning & AI by upgrad A collection of best practices that are framework agnostic and are valid for various backend architectures
Front-end Coding Standards and Best Practices Machine learning with python by MIT A design agency, Cxpartners, made their guide frontend best practices public for all to learn from.
Design patternsAs developers, our goal is not just to make things work, but also to make sure our code is maintainable, scalable, adaptable and reusable. Enter design patterns — the time-tested blueprints that empower us to tackle recurring design problems with elegance and efficiency. This Medium article explains design patterns with real world examples using java in simple way. - -
Solid principlesSOLID principles are one of the object-oriented approaches used in software development, intended to create quality software. The broad goal of the SOLID principles is to reduce dependencies, so that developers can change one area of the software without affecting others. Furthermore, they are intended to make designs easier to understand, maintain, reuse, and extend. This Medium article explains solid principles with real world examples using java in simple way. - -
From 403fe2a87f28e46154fa73a1d7bc70595452099d Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Fri, 17 May 2024 10:19:12 +0530 Subject: [PATCH 06/17] forums and types of ml algo is added --- Machine learning/README.md | 30 +++++++++++++----------------- 1 file changed, 13 insertions(+), 17 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index 6c9e717a..4baa430e 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -26,6 +26,7 @@ - [SVGs](#svgs) - [Other Tools](#other-tools) --> +- [Machine learning forums](#machine-learning-forums) - [Books](#books)
- [Communities](#communities) - [Reddit](#reddit) @@ -1135,7 +1136,7 @@ to everyone - everywhere! -### Interview +### Machine Learning Forums > Here are valuable resources to help you excel in your web development interview. You'll find videos, articles, and more to aid your preparation. @@ -1145,30 +1146,25 @@ to everyone - everywhere! Description - Web Development Interview + Machine learning - reddit Here is the short important concept which should be know for the preparation of Web development Interveiw - Frontend Interview Questions + Machine learning discussions - kaggle This is the collection of interview question which will be helpful in your learning journey. - Projecr Euler + Machine learning Q/A - stack overflow Complete the programming challenges below, from the massive Project Euler archives. These will harden your algorithm and mathematics knowledge. - -These problems range in difficulty and, for many, the experience is inductive chain learning. That is, by solving one problem, it will expose you to a new concept that allows you to undertake a previously inaccessible problem. Can you finish them all? - - - -Coding Interview Prep -If you're looking for free coding exercises to prepare for your next job interview, we've got you covered. - -This section contains hundreds of coding challenges that test your knowledge of algorithms, data structures, and mathematics. It also has a number of take-home projects you can use to strengthen your skills, or add to your portfolio. - - - -100 Days Of Frontend Interview Questions + + + + Machine learning organisations - DEV community + If you're looking for free coding exercises to prepare for your next job interview, we've got you covered. + + +Machine learning communities - IBM This repo will contain 500 frontend interview questions which will have HTML, CSS, Javascript & React questions. I will add not any question in which we have to write code, just theory questions. From 418df0622b5503d149022276a27f897ed9c67eed Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Fri, 17 May 2024 17:38:16 +0530 Subject: [PATCH 07/17] steps involved in machine learning are added --- Machine learning/README.md | 875 +++++-------------------------------- 1 file changed, 117 insertions(+), 758 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index 4baa430e..5731995e 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -1,54 +1,39 @@ -# Machine Learning 🌐 +# Machine Learning 🤖 ## Table of Contents - [Overview](#overview)
- - [Roadmap](roadmaps) - - [Machine Learning Roadmap](#machine-learning) - - [Tutorials or Courses](#tutorials-or-courses) - [Fundamentals of Mathematics](#fundamentals-of-mathematics) - [Fundamentals of Programming Language](#fundamentals-of-programming-language) - - [Introduction to Machine Learning]() + - [Introduction to Machine Learning](#introduction-to-machine-learning) + - [Modules](#modules) + +- [Machine Learning](#steps-involved-for-machine-learning) + - [Data Collection](#data-collection) + - [Data Preparation](#data-preparation) + - [Model selection](#model-selection) + - [Model Training](#model-traning) + - [Model Evaluation](#model-evaluation) + - [Model optimizing](#model-optimization) + - [Model deploying](#model-deployment) - [Machine learning algorithms](#machine-learning-algorithms) -- [Tools and Modules](#tools-and-modules)
- - -- [Machine learning forums](#machine-learning-forums) - [Books](#books)
-- [Communities](#communities) - - [Reddit](#reddit) - - [Discord](#discord) - - [Facebook Groups](#facebook-groups) - - [X Tech Communities](#x-tech-communities) - - [Other Communities](#other-communities) - [Datasets](#datasets) - [GitHub Repositories](#github-repositories) -- [Youtube Channels](#youtube-channels)
- - +- [Youtube Channels](#youtube-channels) +- [Machine learning forums](#machine-learning-forums) +- [courses](#courses) - [Projects](#projects) - + ### Overview -This category is a curated collection of valuable Machine learning resources contributed by amazing contributors. Here, you will find a wide range of materials and information which increases your understanding of machine learning. +This category is a collection of valuable Machine learning resources for any beginner. Here, you will find a wide range of materials and information which increases your understanding of machine learning. ### Roadmap @@ -125,6 +110,23 @@ This category is a curated collection of valuable Machine learning resources con SQL for Data Analysis This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries. + + + Jupyter Notebook + + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries. + + + + +#### Modules + +> Explore an amazing set of web development tools for working with text, images, icons, colors, extensions, and much more. + + + + + @@ -141,13 +143,22 @@ This category is a curated collection of valuable Machine learning resources con - - - + + + + + + + + + + + + + + + - -
Resource NameDescription
Numpy This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Jupyter Notebook - This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
TensorflowFree fonts and font pairings to use for your next design project.
PytorchFree fonts and font pairings to use for your next design project.
KerasFree fonts and font pairings to use for your next design project.
Scikit-learnFree fonts and font pairings to use for your next design project.
#### Introduction to Machine Learning @@ -175,7 +186,11 @@ This category is a curated collection of valuable Machine learning resources con -### Machine Learning Algorithms +### Steps involved for machine learning + +> These are the steps involved in building a machine learning model. + +#### Data Collection @@ -183,46 +198,20 @@ This category is a curated collection of valuable Machine learning resources con - + - + - - - - - - - - - - - - - - - - - - - - - - - - - +
Description
Linear Regression-1,Linear Regression-2Data collection - guide Free fonts and font pairings to use for your next design project.
Logistic RegressionIntroduction to Data collection Free fonts and font pairings to use for your next design project.
Gradient DescentFree fonts and font pairings to use for your next design project.
Support Vector MachinesFree fonts and font pairings to use for your next design project.
Naive Bayes-1,Naive Bayes-2lorem20 nnunbuvyktuihf 88 8ogo 8 h
K Nearest NeighborsFree fonts and font pairings to use for your next design project.
Decision TreesFree fonts and font pairings to use for your next design project.
Random ForestFree fonts and font pairings to use for your next design project.
KMeans ClusteringData collection - video Free fonts and font pairings to use for your next design project.
-### Tools and Modules - -> Explore an amazing set of web development tools for working with text, images, icons, colors, extensions, and much more. +#### Data Preparation @@ -230,132 +219,20 @@ This category is a curated collection of valuable Machine learning resources con - + -
Description
FontpairIntroduction to Data Preparation Free fonts and font pairings to use for your next design project.
- - - - - - - + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Resource NameDescription
FontpairData Preparation - article Free fonts and font pairings to use for your next design project.
Font SquirrelFont Squirrel offers a variety of free fonts for web use. You can also use their web font generator to create custom font kits for your site.
Google FontsGoogle Fonts offers a vast collection of free, open-source fonts for web projects. You can easily integrate these fonts into your website using CSS.
Adobe FontsAdobe Fonts provides access to a large library of high-quality fonts that you can use for web design. It's a paid service but offers excellent font customization options.
DaFontDaFont is a popular resource for free fonts, offering a wide range of styles. It's great for personal and non-commercial projects.
MyFontsMyFonts is a marketplace for commercial fonts, offering a vast selection of high-quality fonts for both web and print projects.
TypewolfTypewolf is a website that showcases beautiful typography in web design. It provides inspiration and identifies the fonts used in various web designs.
FontjoyFontjoy is a tool that helps you discover font pairings and experiment with typography combinations for your design projects.
Font LibraryFont Library offers a collection of high-quality, open-source fonts that can be used in web design. You can browse and download fonts for free.
FontsMarketFontsMarket provides a collection of free and premium fonts for web and print use. You can explore fonts by style, category, and more.
- -#### Colors - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + -
Resource NameDescription
PalettemakerCreate unique color schemes with AI and see them come to life on real design examples.
CoolorsCoolors is a fast and easy-to-use color scheme generator that helps you find beautiful color combinations for your web projects.
FlatUIColorsThis resource provides a collection of flat and trendy colors that work well for modern web design.
Realtime ColorsVisualize color palettes and fonts on a real website.
Color HuntColor Hunt is a collection of beautiful color palettes. You can browse and pick palettes to use in your web designs, making color selection a breeze.
MyColorMyColor is a color palette generator that helps you create beautiful color schemes and gradients. It provides a user-friendly interface for color selection.
ColorZilla Gradient EditorColorZilla's Gradient Editor allows you to create and customize CSS gradients with ease. You can experiment with gradient styles and copy the CSS code for your website.
Material PaletteMaterial Palette helps you choose colors that follow Google's Material Design guidelines. You can create palettes with primary and accent colors for a consistent look.
PalettonPaletton is a color scheme designer that allows you to create color palettes with various color combinations and preview them in real-time. It's helpful for web and graphic designers.
Color Hex - PalettesColor Hex offers a collection of color palettes for inspiration. You can explore different color combinations and find the perfect palette for your web project.
Image Color PickerImage Color Picker is a tool that helps you extract colors from images. Simply upload an image, and it will identify and provide the color codes used in the image.
WebFX Color Scheme GeneratorWebFX's Color Scheme Generator allows you to create cohesive color schemes for your web design projects by selecting a base color and generating matching colors.
Color PickerThis software extension allows you to pick colors from any web pages, color picker to get pixel code, rgb value of any image on the website you're browsing.
HypercolorA curated collection of beautiful Tailwind CSS gradients using the full range of Tailwind CSS colors. Easily copy and paste the class names, CSS or even save the gradients as an image.
Tailwind CSS Gradient GeneratorMix Tailwind CSS Colors and generate stunning text and background gradients or use our ready-made gradients to create remarkable designs.Data Preparation by Google developersFree fonts and font pairings to use for your next design project.
-#### Generators +#### Model Selection @@ -363,92 +240,20 @@ This category is a curated collection of valuable Machine learning resources con - - - - - - - - - - - - - - - - - - - - - - + + - - - - - - + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + +
Description
CSS PortalCSS Portal is home to many examples of CSS / HTML and how it can be used in website design.
Fancy Border Radius GeneratorA visual generator to build organic looking shapes with the help of CSS3 border-radius property.
Glassmorphism CSS GeneratorGlassmorphism CSS Generator
Neumorphism.ioCSS code generator that will help with colors, gradients and shadows to adapt this new design trend or discover its possibilities.
CSS GradientCSS Gradient is a tool that helps you create beautiful CSS gradients for your web projects with a simple and intuitive interface.
Buttons GeneratorCSS button generator is a free online tool you can use to create CSS button styles in one click.Introduction to Model selectionFree fonts and font pairings to use for your next design project.
CSS Grid Generatorbuilt with by sarah_edo. Columns. Rows. Column Gap (in px). Row Gap (in px). Please may I have some code. Reset grid.
Gradient AnimatorGradient Animator is a tool that helps you create and animate CSS gradients. You can generate dynamic and eye-catching gradient animations for your website backgrounds or elements.Model selection processFree fonts and font pairings to use for your next design project.
Cubic Bezier GeneratorThis tool allows you to create and fine-tune cubic bezier easing functions for CSS transitions and animations, ensuring smooth and customized motion on your website.
CSS3Gen - Text Shadow GeneratorCSS3Gen's Text Shadow Generator enables you to create and fine-tune text shadow effects for web typography, helping you enhance the visual appeal of your website's text elements.
MockarooMockaroo is a data generator that helps you create realistic test data for your web applications. It's useful for testing and development purposes.
CSSmatic - Box Shadow GeneratorCSSmatic's Box Shadow Generator enables you to create and customize CSS box shadow effects with a visual interface, allowing you to control shadows on web elements.
Favicon.ioThe only favicon generator you need for your next project. Quickly generate your favicon from text, image, or choose from hundreds of emojis.
Favicon GeneratorThis online tool helps you generate favicons for your website. Favicons are small icons that appear in the browser tab, making your site easily identifiable to users.
Blob MakerBlob Maker is a tool that helps you create unusual shapes easily. With Blob Maker, you can experiment with different shapes, colors, and sizes to create eye-catching designs. You can copy and download the SVG file of the shapes you create, making it easy to integrate them into your web projects.
GetwavesGetwaves is a CSS generator that helps you create unique wave shapes for your web pages. With Getwaves, you can customize the wave’s amplitude, frequency, and color to match your website’s design. You can also copy and download the SVG file of the waves you create.
GlassmorphismGlassmorphism is another design trend that creates a frosted glass effect on elements. With Glassmorphism.com, you can customize the blur, opacity, and color of the glass effect and generate CSS code for your designs.
CSS Glow GeneratorCSS Glow Generator is a tool that helps you generate CSS code for a box-shadow effect. With CSS Glow Generator, you can quickly generate box-shadow CSS declarations for your website. You can customize the blur, spread, color, and position of the glow effect to match your website’s design.
CSS3 GeneratorCSS3 Generator is a website that provides many useful CSS generators to demonstrate various CSS properties. With CSS3 Generator, you can experiment with CSS code for border-radius, text-shadow, box-shadow, and many other CSS properties.
CSS Filter GeneratorCSS Filter Generator is a tool that helps you create and visualize images with different CSS filters applied to them. With CSS Filter Generator, you can experiment with filters like blur, brightness, contrast, and many others to create unique effects for your website.
Clip Path MakerClip Path Maker is a CSS generator that helps you create complex shapes with the clip-path property. With Clip Path Maker, you can create shapes like triangles, circles, polygons, and many others by adjusting the clip-path parameters.Model selection - videoFree fonts and font pairings to use for your next design project.
-#### Icons +#### Model Training @@ -456,120 +261,20 @@ This category is a curated collection of valuable Machine learning resources con - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Description
BoxiconsBoxicons is a free collection of carefully crafted open source icons. Each icon is designed on a 24px grid with the material guidelines.
FontawesomeFontAwesome is a popular icon library that offers a wide range of scalable vector icons that can be easily customized for your web projects. - -
Material Icons Google's Material Icons is a comprehensive collection of icons designed according to Material Design guidelines.
FlaticonFlaticon offers a vast collection of free and premium icons, including vector icons and customizable sets for your design projects.
IconfinderIconfinder is a comprehensive platform for discovering and downloading high-quality icons. It offers both free and premium icon sets.
Icons8Icons8 offers a diverse collection of icons, including a free library and a paid service for customizable and vector icons.
IconmonstrIconmonstr provides a simple and clean collection of free, high-quality icons that you can download without attribution.
The Noun ProjectThe Noun Project is a platform dedicated to symbols and icons. It offers both free and paid icons for various design purposes.
Feather IconsFeather Icons is a collection of simply designed, open-source icons that are easy to customize and use in your web projects.
IconshockIconshock provides a wide range of premium and free icons, including icon packs, vector icons, and more for design projects.
Icons DBIcons DB offers a library of high-quality, free icons in various styles and formats that you can download and use in your projects.
Icon IconsIcon Icons offers a selection of free and premium icons, including SVG, PNG, and more formats for design and development.
IconArchiveIconArchive is a vast resource for free icons and icon sets. It also provides icon-related articles and tutorials.
Line AwesomeLine Awesome is an open-source icon set designed to be a replacement for Font Awesome. It's perfect for web projects.
IconBrosIconBros offers a collection of free and premium icons that are easy to customize, making them suitable for various design projects.
FreeiconsGet the best icons at Freeicons. We have a huge selection of high quality icons available for download in various formats such as PNG, SVG,EPS and vector.
LucideDesigned with a strict set of design rules for consistency in style and readability.
- -#### Animations - - - - - + + - - - - - - - - - - - - - - - - - - - - - - - - - - + + - - + + -
Resource NameDescriptionIntroduction to Model training Free fonts and font pairings to use for your next design project.
AnimistaAnimista is a CSS animation library and a place where you can play with a collection of ready-made CSS animations.
Animate CSSAnimate.css is a popular library for adding ready-made CSS animations to your projects. You can learn from its examples and documentation.
Keyframes.appAn easy way to create CSS animations, box-shadows, colors, and more. Use the visual editors to adjust properties and watch the changes live as you make them. Then, instantly get the generated CSS to use in your projects. In addition to its core features, Keyframes is completely free, private and open source.
GreenSock Animation Platform (GSAP)GSAP is a powerful JavaScript animation library that allows you to create high-performance, smooth animations for web projects.
Anime.jsAnime.js is a lightweight JavaScript animation library that enables you to create simple to complex animations with ease.
LottieFilesLottieFiles is a platform for using and sharing animations made with Adobe After Effects as JSON files in web projects.
WOW.jsWOW.js is a JavaScript library for creating scroll-triggered animations. It allows you to animate elements as they enter the viewport, adding a touch of interactivity to your website.Model training by EdurekaFree fonts and font pairings to use for your next design project.
ScrollMagicScrollMagic is a JavaScript library for creating scroll-based animations. It allows you to trigger animations as users scroll down a webpage, adding interactive effects to your site.Model training by Microsoft AzureFree fonts and font pairings to use for your next design project.
-#### Code Playgrounds +#### Model Evaluation @@ -577,36 +282,20 @@ This category is a curated collection of valuable Machine learning resources con - - - - - - - - - - - - - - - - - - + + - - + + - - + +
Description
Code PenCodePen is a social development environment for front-end designers and developers. Build and deploy a website, show off your work, build test cases to learn and debug, and find inspiration.
JSFiddleJSFiddle is an online JavaScript and frontend code editor that allows you to test and share code snippets with others. It supports HTML, CSS, and various JavaScript libraries.
JS BinJS Bin is a collaborative JavaScript debugging tool. It's simple to use and provides a live preview of your HTML, CSS, and JavaScript code.
ReplitReplit offers an online development environment for a wide range of programming languages, making it suitable for both frontend and backend development. It also provides collaborative features.
CodeSandboxWhile primarily known for frontend development, CodeSandbox also offers support for building Node.js applications, making it a suitable choice for backend development in JavaScript.Introduction to Model Evaluation Free fonts and font pairings to use for your next design project.
StackBlitzStackBlitz is an online IDE for web development that allows you to create Angular, React, and Vue.js projects in the browser.Model Evaluation - ArticleFree fonts and font pairings to use for your next design project.
ProgramizAN online IDE that allows you to write and test codes in numerous languages like python, HTML, java, javascript, etc.Model Evaluation - VideoFree fonts and font pairings to use for your next design project.
-#### Chrome extenstion +#### Model Optimization @@ -614,101 +303,41 @@ This category is a curated collection of valuable Machine learning resources con - - - - - - - - - - - - - - + + - - - - - - + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + +
Description
Pesticide for ChromeThis extension inserts the Pesticide CSS into the current page, outlining each element to better see placement on the page.
Web DeveloperThe Web Developer extension is a versatile tool that allows you to inspect and edit CSS in real-time, among many other web development tasks.
VisBugVisBug is a powerful extension for visually manipulating and tweaking CSS styles directly on a web page. It's great for learning by experimentation.
ColorZillaWhile primarily a color picker tool, ColorZilla also offers a CSS gradient generator and other useful CSS-related features.Introduction to Model Optimization Free fonts and font pairings to use for your next design project.
CSS PeeperCSS Peeper allows you to inspect and analyze the styles of a webpage, making it easier to learn from other websites' designs.
WappalyzerWappalyzer is a browser extension that helps you discover the technologies used on websites. It identifies CMS, web frameworks, and more.Model Optimization - ArticleFree fonts and font pairings to use for your next design project.
LastPassLastPass is a popular password manager and security extension for managing your online accounts and passwords securely.
WhatFontWhatFont enables you to easily identify the fonts used on a web page by simply hovering over the text.
OctotreeOctotree is a GitHub code tree extension that offers a convenient way to navigate and search through GitHub repositories.
JSON FormatterJSON Formatter makes reading JSON data more user-friendly by formatting it in a tree view.
User-Agent SwitcherUser-Agent Switcher helps you change your user-agent to simulate different browsers and devices for testing responsive designs.
SEOquakeSEOquake provides a wide range of SEO tools for analyzing web pages, including on-page SEO parameters, keyword density, and more.
BuiltWith Technology ProfilerThis extension helps you discover the technology stack used on a website, including frameworks, CMS, and other web technologies.
Visual CSS Style EditorVisual CSS Style Editor allows you to visually edit the CSS styles of any webpage. You can modify and preview changes in real-time.Model Optimization - VideoFree fonts and font pairings to use for your next design project.
-#### Stock Photos Videos +#### Model Deployment - - - - - - - - - - - - - - + + - - - - - - + + - - + +
Resource Name Description
UnsplashUnsplash is a popular platform for high-quality, free-to-use photos and images. It's a go-to resource for web designers and developers looking for stunning visuals.
PexelsPexels offers a vast library of free stock photos and videos. It's a valuable resource for finding visual content for web projects.
ShutterstockShutterstock is a well-known platform that provides a wide range of stock photos, videos, and illustrations. It offers both free and premium content.
PixabayPixabay is a repository of free images, photos, and videos. It's a great resource for finding creative commons-licensed visuals for web projects.Introduction to Model Deployment - ArticleFree fonts and font pairings to use for your next design project.
VidevoVidevo offers a selection of free stock videos, motion graphics, and music. It's a valuable resource for web developers looking to enhance their projects with video content.
VecteezyChoose from over a million free vectors, clipart graphics, vector art images, design templates, and illustrations created by artists worldwide!Model Deployment Strategies Free fonts and font pairings to use for your next design project.
FreepikTurn ideas into outstanding designs with high-quality vectors, photos, videos, mockups, and moreModel Deployment by Microsoft AzureFree fonts and font pairings to use for your next design project.
-#### SVGs +### Machine Learning Algorithms @@ -716,159 +345,48 @@ This category is a curated collection of valuable Machine learning resources con - - - - - - - - - - + + - - + + - - - - - - + + - - + + - - + + - - - - - - - - - - - - - - + + - - - - - - - - - - - + + -
Description
SVG ViewerSVG Viewer allows you to view and inspect SVG files in a user-friendly interface, making SVG debugging and optimization easier.
Hero PatternsHero Patterns is a collection of repeatable SVG background patterns for you to use in your web projects.
SVG BackgroundsSVG Backgrounds offers a vast library of customizable SVG backgrounds for your web designs, providing a modern and visually appealing touch.Linear Regression-1,Linear Regression-2Free fonts and font pairings to use for your next design project.
HaikeiGenerate unique SVG design assets.Logistic RegressionFree fonts and font pairings to use for your next design project.
UnDrawUnDraw provides a selection of customizable SVG illustrations that you can use to add a unique touch to your web designs.
humaaanshumaaans is a resource for customizable human illustrations in SVG format. You can mix and match elements to create unique characters for your web projects.Gradient DescentFree fonts and font pairings to use for your next design project.
ManyPixels IllustrationsManyPixels Illustrations offers a selection of SVG illustrations and images that you can use to enhance your website or app designs. Support Vector MachinesFree fonts and font pairings to use for your next design project.
Lukasz Adam IllustrationsLukasz Adam provides a collection of high-quality, hand-drawn SVG illustrations for free, which you can use in various web and design projects.Naive Bayes-1,Naive Bayes-2lorem20 nnunbuvyktuihf 88 8ogo 8 h
StorysetEdit and animate all our customizable illustrations to enhance your projects totally free. Start now to be creative in our online editor.
SVG MinifySVG Minify is an online tool for minimizing the size of SVG files. It optimizes SVGs for the web by removing unnecessary metadata and whitespace.
SVGRepoSVGRepo is a collection of high-quality SVGs that you can download and use for free. It's a convenient resource for finding SVG icons and graphics.
SVG Sprit.esSVG Sprit.es is a tool for creating SVG sprites. It helps you consolidate multiple SVG icons into a single sprite, reducing HTTP requests and improving performance.K Nearest NeighborsFree fonts and font pairings to use for your next design project.
SVGOSVGO is a Node.js-based tool for optimizing SVG files. You can use it to reduce the size of SVGs, remove unnecessary data, and improve website loading times.
SVG.jsSVG.js is a JavaScript library for manipulating and animating SVG. It provides a simple and efficient way to work with SVG graphics in web development.
Subtle PatternsSubtle Patterns offers a collection of subtle and seamless background patterns that you can use to enhance the design of your websites.Decision TreesFree fonts and font pairings to use for your next design project.
- -#### Other Tools - - - - + + - - + +
Resource NameDescriptionRandom ForestFree fonts and font pairings to use for your next design project.
Over APIoverapi. com is a site collecting all the cheatsheets,all! Computers Electronics and Technology-> Programming and Developer Software.KMeans ClusteringFree fonts and font pairings to use for your next design project.
-### UI Components - -> Explore a variety of UI components and ready-to-use code snippets to enhance your project. - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Resource NameDescription
Tailwind UIBuild your next idea even faster. Beautifully designed, expertly crafted components and templates, built by the makers of Tailwind CSS.
Semantic UISemantic UI is an open-source framework that uses CSS and jQuery to build great user interfaces. It is the same as a bootstrap for use and has different great elements to use to make your website look more amazing. It uses a class to add CSS to the elements.
UiverseUniverse of UI; Hundreds of Open Source UI elements.
Ant DesignAn enterprise-class UI design language and React UI library with a set of high-quality React components, one of best React UI library for enterprises.
MantineBuild fully functional accessible web applications faster than ever – Mantine includes more than 100 customizable components and 50 hooks to cover you in any situation
Material UIMUI offers a comprehensive suite of free UI tools to help you ship new features faster. Start with Material UI, our fully-loaded component library, or bring your own design system to our production-ready components. -
30-seconds-of-codeDiscover short code snippets for all your development needs.
W3Schools How ToCode snippets for HTML, CSS and JavaScript.
Eleme.ioA Desktop UI Library. Element, a Vue 2.0 based component library for developers, designers and product managers
FoundationFoundation is a responsive front-end framework that provides a range of UI components, including a responsive grid system, forms, and navigation menus.
SitePointSitePoint offers a collection of web development tutorials, articles, and code snippets, covering a wide range of UI and front-end development topics.
Smashing MagazineSmashing Magazine is a well-known resource for web designers and developers, providing articles, tutorials, and code snippets for building creative and effective UI components.
FlowbiteFlowbite is an ecosystem built on top of Tailwind CSS including a component library, block sections, a Figma design system and other resources.
Aceternity UIReplicate the most trending components in your websites without having to worry about styling and animations. -
### Books > Discover a diverse collection of valuable books for Machine Learning. - @@ -899,95 +417,6 @@ b) If the book is not free, provide a URL (web link) where it can be purchased o > Discover communities where you can learn and network while studying web development. These communities may include Discord servers, Reddit communities, Facebook groups, Twitter, and more. -#### Discord - -
Resource Name
- - - - - - - - - - - - - - - - - - - - - - - - -
Resource NameDescription
Kevin Powel - CommunityA friendly place for developers to meet -other devs, ask questions, get help, and -just have a good time
ASAP FrontendLearn to Code and Become a Professional Software Engineer ASAP
W3schoolOn a quest to make learning available -to everyone - everywhere!
#FrontEndDevelopers#frontendDevelopers is now a Discord community for creative developers to exchange information, ask and answer questions, share work, and find gigs.
The Programmer's HangoutThe Programmer's Hangout (TPH) is a discord community geared towards programming. The use of the word "geared" here is important because more accurately it's a discord for programmers of all kinds. If you're a green noob with 5 lines of code under your belt, or if you're a veteran with 15 years of industry experience, TPH has a place for you. More than that, there are over 90,000 people here. You can guarantee you won't be the only person with your experience level on the server.
- -#### Reddit - - - - - - - - - - - - - - - - - - -
Resource NameDescription
r/Frontend//r/frontend is a subreddit for front end web developers who want to move the web forward or want to learn how. If you're looking to find or share the latest and greatest tips, links, thoughts, and discussions on the world of front web development, this is the place to do it.
r/webdev/A community dedicated to all things web development: both front-end and back-end. For more design-related questions, try /r/web_design.
r/Frontend/r/frontend is a subreddit for front end web developers who want to move the web forward or want to learn how. If you're looking to find or share the latest and greatest tips, links, thoughts, and discussions on the world of front web development, this is the place to do it.
- -#### Facebook Groups - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Resource NameDescription
Learn HTML, CSS and JavaScriptWe are trying to build a big community - (Group) on Facebook for helping beginner - programmers or those who want to start - programming. #Html #css and #Js
Web developerWeb developer - a community of the best experts HTML / CSS / PHP / JAVASCRIPT ...
Web developersWeb Developers, HTML, CSS, JavaScript, PHP, C#, ASP .net and more. Discuss coding and jobs to funny memes. Tutorials from beginner to advanced.
Full Stack Developers / DevOps / Software Designers and ArchitectsA community of professional developers from every background. - We are here to discuss issues or problems related to all the software development phases that includes planning, designing, architecture, patterns, UI/API/DB development, deployment, continuous integration etc.
Advanced Front-End Developers (ReactJS)This group focuses on expanding knowledge by filtering beginner questions and assuming a minimum of 2 years of experience in JavaScript front-end development, specifically ReactJS.
Javascript DevelopersThis group is all about JavaScript questions answers new tricks coding skills development JavaScript new frameworks tutorials and all Angularjs, ReactJs, NodeJs & all
- ### Datasets @@ -1093,49 +522,6 @@ to everyone - everywhere!
-### Games - -> Learn web development by playing games! Here, you can find a good resources for mastering web development through playing games. - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Resource NameDescription
Flexbox DefenseYour job is to stop the incoming enemies from getting past your defenses. Unlike other tower defense games, you must position your towers using CSS!
Flexbox FroggyWelcome to Flexbox Froggy, a game where you help Froggy and friends by writing CSS code!
Grid GardenWelcome to Grid Garden, where you write CSS code to grow your carrot garden! Water only the areas that have carrots by using the grid-column-start property.
Code MonkeyCodeMonkey(opens in a new tab) teaches coding using CoffeeScript — a real open-source programming language that compiles to JavaScript — to teach you to build your own games in HTML5. It’s aimed at coding for kids, but it’s definitely fun for adults, too.
CodinGameCodinGame(opens in a new tab) offers up fun free open-source programming games to help coders learn more than 25 programming languages, including JavaScript, Ruby, and PHP.
RobocodeIf you’ve ever watched the show BattleBots, then Robocode(opens in a new tab) is for you. You’ll learn programming skills by building virtual robot battle tanks in Java or .NET. Battles are then played out onscreen in real time.
CSS DinerThe CSS Diner webapp is really fun and genuinely educational for developers of all skill levels. You’ll go through 26 different levels of increasing difficulty. The first few levels teach core fundamentals like element selectors and class selectors. In the later levels you’re working with advanced concepts like :only-of-type and :not(x).
Code PipCodepip is the platform for your favorite web development games. Gain an edge in your next interview or project.Create a free account to enjoy the features.
- ### Machine Learning Forums > Here are valuable resources to help you excel in your web development interview. You'll find videos, articles, and more to aid your preparation. @@ -1178,33 +564,6 @@ to everyone - everywhere! -### Challenges - -> Discover valuable websites to enhance your coding skills, critical thinking, and problem-solving abilities. - - - - - - - - - - - - - - - - - - - - - - -
Resource NameDescription
CSS BattleThe funnest multiplayer game with 300K+ web designers & developers. Replicate the target images using CSS - the shorter your code, the higher your score! Happy coding!
Frontend MentorImprove your front-end skills by building real projects. Solve real-world HTML, CSS and JavaScript challenges whilst working to professional designs.
iCodeThisDaily projects you can build to improve your coding skills!
Code WarsCode Wars(opens in a new tab) helps you improve your skills by training in challenges with others. They offer a huge variety of programming languages, including JavaScript, Swift, PHP, Python, Ruby, and Haskell.
- ### Courses > These are Some valuable resources for learning Machine learning. @@ -1233,7 +592,7 @@ to everyone - everywhere! ### Projects -> These Projects help you gain real time website building exprience by building these projects. +> These Projects help you gain real time exprience for machine learning models. #### Beginner level projects From 9ff1429bc83c74692ca7b4ff20b0bcfe884b97af Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sat, 18 May 2024 16:27:31 +0530 Subject: [PATCH 08/17] types of machine learning added --- Machine learning/README.md | 106 +++++++++++++++++++++++++++++-------- 1 file changed, 84 insertions(+), 22 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index 5731995e..c475800f 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -2,33 +2,34 @@ ## Table of Contents -- [Overview](#overview)
+- [Overview](#overview) - [Roadmap](roadmaps) - [Machine Learning Roadmap](#machine-learning) - [Tutorials or Courses](#tutorials-or-courses) - [Fundamentals of Mathematics](#fundamentals-of-mathematics) - [Fundamentals of Programming Language](#fundamentals-of-programming-language) - - [Introduction to Machine Learning](#introduction-to-machine-learning) - [Modules](#modules) - -- [Machine Learning](#steps-involved-for-machine-learning) - - [Data Collection](#data-collection) - - [Data Preparation](#data-preparation) - - [Model selection](#model-selection) - - [Model Training](#model-traning) - - [Model Evaluation](#model-evaluation) - - [Model optimizing](#model-optimization) - - [Model deploying](#model-deployment) - -- [Machine learning algorithms](#machine-learning-algorithms) -- [Books](#books)
+ - [Introduction to Machine Learning](#introduction-to-machine-learning) + - [Types of Machine learning](#types-of-machine-learning) + - [Machine Learning](#steps-involved-for-machine-learning) + - [Data Collection](#data-collection) + - [Data Preparation](#data-preparation) + - [Model selection](#model-selection) + - [Model Training](#model-traning) + - [Model Evaluation](#model-evaluation) + - [Model optimizing](#model-optimization) + - [Model deploying](#model-deployment) + - [Machine learning algorithms](#machine-learning-algorithms) + +- [Books](#books) - [Datasets](#datasets) - [GitHub Repositories](#github-repositories) - [Youtube Channels](#youtube-channels) - [Machine learning forums](#machine-learning-forums) - [courses](#courses) - [Projects](#projects) +- [Others](#others) ### Overview @@ -52,7 +53,7 @@ This category is a collection of valuable Machine learning resources for any beg ### Tutorials or Courses -> Discover a collection of tutorials and courses for learning the Mathamatics requied for Machine learning. +> Discover a collection of tutorials and courses for learning the Mathamatics,Fundamentals,Algorithms and more which are requied for Machine learning. #### Fundamentals of Mathematics @@ -116,6 +117,11 @@ This category is a collection of valuable Machine learning resources for any beg + + + +
This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Google colab + This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
@@ -176,14 +182,28 @@ This category is a collection of valuable Machine learning resources for any beg Machine Learning vs Traditional Programming This is the path of becoming a full-stack developer on Laravel and Vuejs + + +#### Types of Machine learning + + - - + + - - - + + + + + + + + + + + +
Types of Machine learningIn this one video, learn how to develop a fully functional full-stack MERN dashboard application with complete CRUD functionalities, authentication, pagination, sorting, filtering, and more!Resource NameDescription
w3schools TutorialsFree Tutorials covering all aspects of web development and programming.
Supervised LearningLearn full-stack web development in this full course for beginners. First, you will learn the basics of HTML, CSS, and JavaScript. Then, you will learn how to put everything together to create a frontend movie search app. Finally, you will learn how to create a backend API to create movie reviews and connect the frontend to the backend. The backend uses Node.js, Express, and MongoDB.
Unsupervised LearningThis is the path of becoming a full-stack developer on Laravel and Vuejs
Reinforcement learningIn this one video, learn how to develop a fully functional full-stack MERN dashboard application with complete CRUD functionalities, authentication, pagination, sorting, filtering, and more!
### Steps involved for machine learning @@ -592,9 +612,8 @@ This category is a collection of valuable Machine learning resources for any beg ### Projects -> These Projects help you gain real time exprience for machine learning models. +> These Projects help you gain real time exprience for building machine learning models. - #### Beginner level projects @@ -613,3 +632,46 @@ This category is a collection of valuable Machine learning resources for any beg
Resource Name
+ +### Others + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Resource NameDescription
Oreilly data show podcast + This link helps you to Create a Landing Page Using HTML, CSS, and JavaScript provides a practical demonstration of the benefits of building landing pages for improving web development skills. +
TWIML AI podcast + This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. +
Talk Python + This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. +
Practical AI + This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. +
The Talking machines + This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. +
+ From 162250e2c4e35d4bcdf179b3aedeec1ba659fa4c Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sat, 18 May 2024 16:28:52 +0530 Subject: [PATCH 09/17] other table added --- Machine learning/README.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index c475800f..fca5a3eb 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -2,7 +2,6 @@ ## Table of Contents -- [Overview](#overview) - [Roadmap](roadmaps) - [Machine Learning Roadmap](#machine-learning) - [Tutorials or Courses](#tutorials-or-courses) @@ -21,7 +20,7 @@ - [Model optimizing](#model-optimization) - [Model deploying](#model-deployment) - [Machine learning algorithms](#machine-learning-algorithms) - + - [Books](#books) - [Datasets](#datasets) - [GitHub Repositories](#github-repositories) @@ -203,7 +202,7 @@ This category is a collection of valuable Machine learning resources for any beg Reinforcement learning In this one video, learn how to develop a fully functional full-stack MERN dashboard application with complete CRUD functionalities, authentication, pagination, sorting, filtering, and more! - + ### Steps involved for machine learning From 44cb1c9efd7eb0f42aca568d6f09dc2b94b31294 Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sat, 18 May 2024 17:50:09 +0530 Subject: [PATCH 10/17] description added to non youtube links and youtube channels table --- Machine learning/README.md | 155 ++++++++++++++++--------------------- 1 file changed, 65 insertions(+), 90 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index fca5a3eb..b398467a 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -20,7 +20,7 @@ - [Model optimizing](#model-optimization) - [Model deploying](#model-deployment) - [Machine learning algorithms](#machine-learning-algorithms) - + - [Books](#books) - [Datasets](#datasets) - [GitHub Repositories](#github-repositories) @@ -46,7 +46,7 @@ This category is a collection of valuable Machine learning resources for any beg Machine Learning Roadmap - This roadmap provided by scaler gives you clear roadmap for learning machine learning + This roadmap provided by scaler gives you clear cut roadmap for studying/learning Machine learning @@ -94,17 +94,18 @@ This category is a collection of valuable Machine learning resources for any beg Python for Data Science - This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries. + This 12 hrs video provided Freecodecamp give you the fundamental knowledge required for the data science using python including the introduction of pandas,numpy and matplotlib Data Visualization using Python - This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries. + This video by intellipaat will gives you clear understanding for the visualization of data using python,This video is suitable for both beginners and a intermediate level programmer as well. SQL Fundamentals - This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries. + This video by Freecodecamp is a good introduction to SQL (Structured Query Language), covering essential concepts and commands used in database management. It explains the basics of creating, reading, updating, and deleting data within a database. + SQL for Data Analysis @@ -114,19 +115,19 @@ This category is a collection of valuable Machine learning resources for any beg Jupyter Notebook - This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries. + The Real Python article on Jupyter Notebooks provides an in-depth introduction to using Jupyter Notebooks for data science, Python programming, and interactive computing. The tutorial covers the basics of setting up and running Jupyter Notebooks, including how to install Jupyter via Anaconda or pip, and how to launch and navigate the notebook interface. Google colab - This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries. + The Google Colab introductory notebook provides a comprehensive guide on how to use Google Colab for interactive Python programming. It covers the basics of creating and running code cells, integrating with Google Drive for storage, and using Colab's powerful computing resources. -#### Modules +#### Modules/Libraries -> Explore an amazing set of web development tools for working with text, images, icons, colors, extensions, and much more. +> Explore an amazing set of Python Modules for creating/using or working with Machine learning models. @@ -141,28 +142,28 @@ This category is a collection of valuable Machine learning resources for any beg + The W3Schools Pandas tutorial offers a good introduction to the Pandas library, a powerful tool for data analysis and manipulation in Python. The tutorial covers a wide range of topics, including how to install Pandas, basic operations like creating and manipulating DataFrames and Series, and more + The Matplotlib documentation site provides a comprehensive guide to using the pyplot module, which is a part of the Matplotlib library used for creating static, animated, and interactive visualizations in Python. - + - + - + - +
Pandas - This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
Matplotlib - This course is provied by the Geeks for Geeks and is perfect for both beginners and coding enthusiasts and covers essential Python fundamentals, including Object-Oriented Programming (OOPs), data structures, and Python libraries.
TensorflowFree fonts and font pairings to use for your next design project.The TensorFlow Tutorials page offers a variety of tutorials designed to help users learn and apply machine learning with TensorFlow. It includes beginner-friendly guides using the Keras API, advanced tutorials on custom training, distributed training, and specialized applications such as computer vision, natural language processing, and reinforcement learning.
PytorchFree fonts and font pairings to use for your next design project.The PyTorch tutorials website provides a comprehensive set of resources for learning and using PyTorch, a popular open-source machine learning library. The tutorials are designed for users at various skill levels, from beginners to advanced practitioners, and cover a wide range of topics
KerasFree fonts and font pairings to use for your next design project.That documentation is a great resource for anyone looking to get started with Keras, a popular deep learning framework. Keras provides a user-friendly interface for building and training deep learning models. Whether you're a beginner or an experienced practitioner, Keras offers a lot of flexibility and ease of use.
Scikit-learnFree fonts and font pairings to use for your next design project.This documentation is the best for learning Scikit-learn. Scikit-learn is another fantastic library, primarily used for machine learning tasks such as classification, regression, clustering, and more. Its simple and efficient tools make it accessible to both beginners and experts in the field.
@@ -192,17 +193,16 @@ This category is a collection of valuable Machine learning resources for any beg Supervised Learning - Learn full-stack web development in this full course for beginners. First, you will learn the basics of HTML, CSS, and JavaScript. Then, you will learn how to put everything together to create a frontend movie search app. Finally, you will learn how to create a backend API to create movie reviews and connect the frontend to the backend. The backend uses Node.js, Express, and MongoDB. + The GeeksforGeeks article on supervised machine learning is the best resource. Their tutorials often break down complex topics into understandable explanations and provide code examples to illustrate concepts. Supervised learning is a fundamental concept in machine learning, where models are trained on labeled data to make predictions or decisions.. Unsupervised Learning - This is the path of becoming a full-stack developer on Laravel and Vuejs + In this article on GeeksforGeeks, they delve deeper into different types of machine learning, expanding beyond supervised learning to cover unsupervised learning, semi-supervised learning, reinforcement learning, and more. Understanding the various types of machine learning is essential for choosing the right approach for different tasks and problems. Reinforcement learning - In this one video, learn how to develop a fully functional full-stack MERN dashboard application with complete CRUD functionalities, authentication, pagination, sorting, filtering, and more! + This geeksforgeeks article on reinforcement learning is the best to understand the RL.RL has applications in various domains, such as robotics, game playing, recommendation systems, and autonomous vehicle control, among others. - ### Steps involved for machine learning @@ -218,7 +218,7 @@ This category is a collection of valuable Machine learning resources for any beg Data collection - guide - Free fonts and font pairings to use for your next design project. + This guide on data collection for machine learning projects, which is a crucial aspect of building effective machine learning models. Data collection involves gathering, cleaning, and preparing data that will be used to train and evaluate machine learning algorithms. Introduction to Data collection @@ -243,11 +243,11 @@ This category is a collection of valuable Machine learning resources for any beg Data Preparation - article - Free fonts and font pairings to use for your next design project. + This article from Machine Learning Mastery provides a comprehensive guide on preparing data for machine learning, Which includes data cleaning, transforming, and organizing data to make it suitable for training machine learning models. Data Preparation by Google developers - Free fonts and font pairings to use for your next design project. + The Google's Machine Learning Data Preparation guide is a valuable resource for understanding best practices and techniques for preparing data for machine learning projects. Effective data preparation is crucial for building accurate and reliable machine learning models, @@ -260,7 +260,7 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Model selection - Free fonts and font pairings to use for your next design project. + "A Gentle Introduction to Model Selection for Machine Learning" from Machine Learning Mastery sounds like a great resource for anyone looking to understand how to choose the right model for their machine learning task. Model selection process @@ -281,7 +281,7 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Model training - Free fonts and font pairings to use for your next design project. + The article "Training a Machine Learning Model" from ProjectPro seems like a useful guide for anyone looking to understand the process of training machine learning models. Training a machine learning model involves feeding it with labeled data to learn patterns and make predictions or decisions. Model training by Edureka @@ -302,11 +302,11 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Model Evaluation - Free fonts and font pairings to use for your next design project. + This GeeksforGeeks offers a clear guide on machine learning model evaluation, a crucial step in the machine learning workflow to ensure that models perform well on unseen data. Model Evaluation - Article - Free fonts and font pairings to use for your next design project. + This Medium article is about the resource discussing various model evaluation metrics in machine learning which are crucial for understanding their performance and making informed decisions about model selection and deployment Model Evaluation - Video @@ -323,11 +323,11 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Model Optimization - Free fonts and font pairings to use for your next design project. + The link provided leads to an article on Aporia's website discussing the basics of machine learning optimization and seven essential techniques used in this process and understanding these techniques is essential for improving model performance Model Optimization - Article - Free fonts and font pairings to use for your next design project. + Theis article from Towards Data Science is a comprehensive guide on understanding optimization algorithms in machine learning. Optimization algorithms play a crucial role in training machine learning models by iteratively adjusting model parameters to minimize a loss function.. Model Optimization - Video @@ -344,11 +344,11 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Model Deployment - Article - Free fonts and font pairings to use for your next design project. + This link will lead to an article on Built In discussing model deployment in the context of machine learning. Model deployment is a crucial step in the machine learning lifecycle, where the trained model is deployed into production to make predictions or decisions on new data Model Deployment Strategies - Free fonts and font pairings to use for your next design project. + The article from Towards Data Science will focus on machine learning model deployment strategies, which are crucial for ensuring that trained models can be effectively deployed and used in real-world applications. Model Deployment by Microsoft Azure @@ -414,28 +414,23 @@ This category is a collection of valuable Machine learning resources for any beg Hands-On Machine Learning with Scikit-Learn and TensorFlow - This book by Jon Duckett is incredibly popular. If you are a beginner in designing and recently started learning HTML and CSS then this book is best for you to learn everything from scratch to an expert level. The quality of content in this book is very high, also the presentation of everything is well organized. + The Hands-On Machine Learning with Scikit-Learn and TensorFlow is a popular book by Aurélien Géron that covers various machine learning concepts and practical implementations using Scikit-Learn and TensorFlow. Free The hundred page machine learning book - Learning only the basic coding literature is not enough if you do not practice writing real-life applications. The 3rd Edition of Eloquent JavaScript, written by Marijn Haverbeke, is a gold mine for anyone working with JavaScript in a modern Web application framework. - Through this book, you get to learn about asynchronous programming, bug fixing, and, of course, error handling. + This book, authored by Andriy Burkov, provides a concise yet comprehensive overview of machine learning concepts and techniques. It's highly regarded for its accessibility and clarity, making it a valuable resource for both beginners and experienced practitioners free Data mining practical machine learning tools and techniques - Learning only the basic coding literature is not enough if you do not practice writing real-life applications. The 3rd Edition of Eloquent JavaScript, written by Marijn Haverbeke, is a gold mine for anyone working with JavaScript in a modern Web application framework. - Through this book, you get to learn about asynchronous programming, bug fixing, and, of course, error handling. + "Data Mining: Practical Machine Learning Tools and Techniques" provides a comprehensive overview of the field of data mining and machine learning. Authored by Ian H. Witten, Eibe Frank, and Mark A. Hall, this book is widely regarded as an essential resource for students, researchers, and practitioners in the field. + free -### Communities - -> Discover communities where you can learn and network while studying web development. These communities may include Discord servers, Reddit communities, Facebook groups, Twitter, and more. - ### Datasets @@ -445,27 +440,27 @@ This category is a collection of valuable Machine learning resources for any beg - - - - - +
Kaggle DatasetsFind coding help, gigs, freelancing opportunities, or just someone to hang with. + Kaggle Datasets is a platform where users can explore, access, and share datasets for a wide range of topics and purposes. Kaggle is a popular community-driven platform for data science and machine learning competitions, and its Datasets section extends its offerings to provide access to a diverse collection of datasets contributed by users worldwide.
Microsoft Datasets & ToolsFor Web Dev Tips and Tricks + Microsoft Research Tools is a platform offering a diverse range of tools,datasets and resources for researchers and developers. These tools are designed to facilitate various aspects of research, including data analysis, machine learning, natural language processing, computer vision, and more.
Google DatasetsIf you just joined, welcome! We're building a community of people doing amazing things in the web development🚀 Share what you're working on 👨‍💻❤ + Google Dataset Search is a tool provided by Google that allows users to search for datasets across a wide range of topics and domains. It helps researchers, data scientists, journalists, and other users discover datasets that are relevant to their interests or research needs.
Awesome Data RepoSharing knowledge and information on web development and programming in general. | Home to the #coding360challenge ♥️♥️ Remember to eat before coding ✅ 😑 + This GitHub repo is a curated list of publicly available datasets covering a wide range of topics and domains. This repository serves as a valuable resource for researchers, data scientists, developers, and anyone else interested in accessing and working with real-world datasets.
UCI DatasetsArticles/ Posts, Questions, Answers and Help - all about Front-end Web DevelopmentThe UCI Machine Learning Repository, hosted at the URL you provided, is a collection of datasets for machine learning research and experimentation. It's maintained by the Center for Machine Learning and Intelligent Systems at the University of California, Irvine (UCI).
@@ -478,27 +473,23 @@ This category is a collection of valuable Machine learning resources for any beg ML-for-Beginners by Microsoft - Hashnode is another global programming community where experienced developers answer questions, give suggestions, share their stories, and provide feedback on ongoing projects. Users post micro-blogs about technical issues or real-life development dilemmas, and community members answer and share them — you can follow specific prolific authors or tags on specific programming languages. + The GitHub repository "ML-For-Beginners" is an educational resource provided by Microsoft, aimed at beginners who are interested in learning about machine learning (ML) concepts and techniques. Machine Learning Tutorial - DEV Community, or dev.to, is an open source online community presented as a place for programmers to share ideas and help each other grow. According to the vendor, developers are welcome to submit stories, tutorials, questions, or anything worth discussing on dev.to. + The GitHub repository "Machine-Learning-Tutorials" by ujjwalkarn is a comprehensive collection of tutorials, resources, and educational materials for individuals interested in learning about machine learning (ML). ML by Zoomcamp - Stack Overflow is the largest, most trusted online community for developers to learn, share​ ​their programming ​knowledge, and build their careers. - - - Mathematics for ML - A community for web designers and developers to discuss everything from HTML, CSS, JavaScript, PHP, to Photoshop, SEO and more. + This GitHub repository by DataTalksClub is a collection of materials and resources associated with the Machine Learning Zoomcamp, an educational initiative aimed at teaching machine learning concepts and techniques through live Zoom sessions. ML YouTube Courses - A community for web designers and developers to discuss everything from HTML, CSS, JavaScript, PHP, to Photoshop, SEO and more. + This GitHub repository is a collection of resources related to machine learning (ML) courses available on YouTube, and provides links to the YouTube videos or playlists for each course, making it easy for learners to access the course content directly from YouTube. Books for Learning Machine Learning - A community for web designers and developers to discuss everything from HTML, CSS, JavaScript, PHP, to Photoshop, SEO and more. + This GitHub repo is a house of books,tutorials,articles,tools and more to learn Machine learning. @@ -518,26 +509,26 @@ This category is a collection of valuable Machine learning resources for any beg Machine Learning with Phil - Slaying the dragon is about facing your fears, pursuing meaning and transforming into the web developer you were always destined to be. + The YouTube channel "Deeplearning.ai" hosts a variety of educational content related to artificial intelligence (AI) and machine learning (ML) created by Andrew Ng and his team at Deeplearning.ai. Sent Dex - Traversy Media features the best online web development and programming tutorials for all of the latest web technologies from the building blocks of HTML, CSS & JavaScript to frontend frameworks like React and Vue to backend technologies like Node.js, Python and PHP. + The YouTube channel "sentdex," hosted by Harrison Kinsley, offers a diverse range of educational content primarily focused on Python programming, machine learning, game development, hardware projects,robotics and more. Abhishek Thakur - Fireship is a popular YouTube channel dedicated to providing high-quality, concise tutorials on web development, covering topics like JavaScript, frameworks, and modern development practices. + The YouTube channel "Abhishek Thakur (Abhi)" is hosted by Abhishek Thakur, a well-known figure in the machine learning and data science community.This channel is primarly related to Machine leanring. Dataschool - FreeCodeCamp, which has a YouTube channel, also offers more comprehensive online courses, and students can choose from 300-hour programs in skills like responsive web design, JavaScript algorithms, and data visualization. You can also find several free online courses in Python, an in-demand coding language. + The YouTube channel "Data School," hosted by Kevin Markham, offers a wide range of tutorials and resources related to data science, machine learning, and Python programming, covering topics such as data manipulation with pandas, data visualization with Matplotlib and Seaborn, codebasics - A community for web designers and developers to discuss everything from HTML, CSS, JavaScript, PHP, to Photoshop, SEO and more. + The YouTube channel "codebasics," hosted by codebasics, offers a variety of tutorials and resources focused on programming, data science, machine learning, and artificial intelligence. @@ -552,33 +543,24 @@ This category is a collection of valuable Machine learning resources for any beg Machine learning - reddit - Here is the short important concept which should be know for the preparation of Web development Interveiw + The subreddit r/MachineLearning is a popular online community on Reddit dedicated to discussions, news, research, and resources related to machine learning and artificial intelligence. Machine learning discussions - kaggle - This is the collection of interview question which will be helpful in your learning journey. - + The Kaggle Discussions forum is a community-driven platform where data scientists, machine learning practitioners, and enthusiasts engage in discussions, seek help, share insights, and collaborate on projects related to data science and machine learning. Machine learning Q/A - stack overflow - Complete the programming challenges below, from the massive Project Euler archives. These will harden your algorithm and mathematics knowledge. + The "machine-learning" tag on Stack Overflow is a popular destination for developers, data scientists, and machine learning practitioners seeking assistance, sharing insights, and discussing topics related to machine learning. Machine learning organisations - DEV community - If you're looking for free coding exercises to prepare for your next job interview, we've got you covered. + DEV Community platform for articles related to "machine learning" from organizations. DEV Community is a community-driven platform for developers where they can share their knowledge, experiences, and insights through articles, discussions, and tutorials. Machine learning communities - IBM -This repo will contain 500 frontend interview questions which will have HTML, CSS, Javascript & React questions. I will add not any question in which we have to write code, just theory questions. - - -JavaScript interview Questions -This book's goal is to help javascript frontend developers prepare for technical job interviews through a collection of carefully compiled questions. - - -Getting Hired Course -Web development is a lifelong journey of learning and growth. Continue that journey on a professional development team! You'll learn where to find jobs, how to do great interviews, and the best strategies to launch your career. + The IBM Community for AI and Data Science provides a valuable platform for professionals and enthusiasts to learn, collaborate, and stay informed about the latest developments in artificial intelligence, data science, and related fields. @@ -594,18 +576,18 @@ This category is a collection of valuable Machine learning resources for any beg Machine learning with python by Freecodecamp - The Frontend Analystics company LogRocket's comprehensive guide to NodeJS logging best practices + The "Machine Learning with Python" course on FreeCodeCamp provides a valuable learning resource for individuals interested in diving into the field of machine learning using Python, this course offers a structured path to learn machine learning concepts and develop practical skills through hands-on projects and exercises. Machine learning by university of washington - Official NextJS recommended patterns and best practices for fetching data in React and Next.js. It goes over some of the most common patterns and how to use them. + This course on Coursera provides a high-quality learning experience for individuals who want to dive deep into the field of machine learning and acquire practical skills that are in high demand in today's job market. Post Graduate Programme in Machine Learning & AI by upgrad - A collection of best practices that are framework agnostic and are valid for various backend architectures + This ML program offered by upGrad in collaboration with IIIT Bangalore is designed to provide students with a comprehensive education in machine learning and artificial intelligence, preparing them for careers in this rapidly growing and exciting field. Machine learning with python by MIT - A design agency, Cxpartners, made their guide frontend best practices public for all to learn from. + This course provided directly to the edX platform's "Machine Learning with Python: from Linear Models to Deep Learning" course offered by the Massachusetts Institute of Technology (MIT). @@ -620,14 +602,12 @@ This category is a collection of valuable Machine learning resources for any beg 100+ Machine learning projects - - This link helps you to Create a Landing Page Using HTML, CSS, and JavaScript provides a practical demonstration of the benefits of building landing pages for improving web development skills. + This link which navigates to geekforgeeks article focuses on machine learning projects page on which serves as a valuable resource for individuals looking to explore, learn, and practice machine learning concepts through hands-on projects. 500 ML projects repo - - This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. + This GitHub repo maintained by Ashish Patel offers a comprehensive collection of machine learning and AI projects, providing valuable resources and learning opportunities for enthusiasts, students, researchers, and practitioners interested in exploring ML. @@ -641,32 +621,27 @@ This category is a collection of valuable Machine learning resources for any beg Oreilly data show podcast - - This link helps you to Create a Landing Page Using HTML, CSS, and JavaScript provides a practical demonstration of the benefits of building landing pages for improving web development skills. + The O'Reilly Data Show Podcast, hosted on the O'Reilly Radar platform, is a podcast series dedicated to exploring various topics of data science, machine learning, artificial intelligence, and related fields. TWIML AI podcast - - This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. + The TWIML AI Podcast, hosted on the TWIML AI platform, is a podcast series focused on exploring the latest developments, trends, and innovations in the fields of machine learning and artificial intelligence. Talk Python - - This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. + "Talk Python to Me" provides a valuable platform for Python enthusiasts, developers, and learners to stay informed, inspired, and connected within the vibrant and growing Python community. Practical AI - - This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. + The Practical AI podcast offers a valuable platform for individuals interested in practical applications of AI and ML technologies. this podcast provides informative and engaging content to help you stay informed and inspired in the rapidly evolving field The Talking machines - - This link helps you to create a basic todo app to understand the basics of JavaScript. In this web app, one can create a todo list using HTML, CSS, JS, BOOTSTRAP. + The "Talking Machines" offers a valuable platform for individuals interested in staying informed, inspired, and engaged in the dynamic field of machine learning, this podcast provides informative and engaging content on ML. From 497ef9461f2a7babc1a7948070c704e3d6e5c57a Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sun, 19 May 2024 08:32:18 +0530 Subject: [PATCH 11/17] description to types of ML algo added --- Machine learning/README.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index b398467a..a6908209 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -365,39 +365,39 @@ This category is a collection of valuable Machine learning resources for any beg Linear Regression-1,Linear Regression-2 - Free fonts and font pairings to use for your next design project. + These two videos by Techwithtim channel will give you a clear explaination and understanding of the Linear regressing model,which is also the basic model in the machine learning. Logistic Regression - Free fonts and font pairings to use for your next design project. + This video by codebasics will give you a brief understanding of logistic regression and also how to use sklearn logistic regression class. At the end we have an interesting exercise for you to solve. Gradient Descent - Free fonts and font pairings to use for your next design project. + This video, will teach you few important concepts in machine learning such as cost function, gradient descent, learning rate and mean squared error and more. This helps you to python code to implement gradient descent for linear regression in python Support Vector Machines - Free fonts and font pairings to use for your next design project. + This video gives you the comprehensive knowledge for the SVC and covers different parameters such as gamma, regularization and how to fine tune svm classifier using these parameters and more. Naive Bayes-1,Naive Bayes-2 - lorem20 nnunbuvyktuihf 88 8ogo 8 h + These two videos by codebasics gives you the brief understanding of Naive bayes and also teaches you about sklearn library and python for this beginners machine learning model. K Nearest Neighbors - Free fonts and font pairings to use for your next design project. + This video helps you understand how K nearest neighbors algorithm work and also write python code using sklearn library to build a knn (K nearest neighbors) model to have hands-on experience. Decision Trees - Free fonts and font pairings to use for your next design project. + This video will help you to solve a employee salary prediction problem using decision tree, and teahes you how to use the sklearn class to apply the decision tree model using python. Random Forest - Free fonts and font pairings to use for your next design project. + This video teaches you about Random forest a popular regression and classification algorithm, this video also helps you to problem using sklearn RandomForestClassifier in python. KMeans Clustering - Free fonts and font pairings to use for your next design project. + This video gives you a comprehensive knowledge about K Means clustering algorithm which is a unsupervised machine learning technique used to cluster data points, and this video also helps you to solve a clustering problem using sklearn, kmeans and python. From f04efa351a258f48ca500fbd8e01cdd4754f8f69 Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sun, 19 May 2024 08:58:15 +0530 Subject: [PATCH 12/17] description added to youtube links --- Machine learning/README.md | 38 +++++++++++++++++++------------------- 1 file changed, 19 insertions(+), 19 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index a6908209..d42dd80b 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -176,11 +176,7 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Machine Learning - Learn full-stack web development in this full course for beginners. First, you will learn the basics of HTML, CSS, and JavaScript. Then, you will learn how to put everything together to create a frontend movie search app. Finally, you will learn how to create a backend API to create movie reviews and connect the frontend to the backend. The backend uses Node.js, Express, and MongoDB. - - - Machine Learning vs Traditional Programming - This is the path of becoming a full-stack developer on Laravel and Vuejs + This video by Edureka on "Introduction To Machine Learning" will help you understand the basics of Machine Learning and how it can be used to solve real-world problems. @@ -222,11 +218,11 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Data collection - Free fonts and font pairings to use for your next design project. + This video by codebasics helps you to understand how data collection process is done by collecting the data in real time and gaining some hands-on experience. Data collection - video - Free fonts and font pairings to use for your next design project. + This video helps get knowledge about where to collect data for Machine Learning; and Where to collect Data for Machine Learning. I Have also explained about Kaggle, UCI Machine Learning Repository and Google Dataset Search. @@ -239,7 +235,7 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Data Preparation - Free fonts and font pairings to use for your next design project. + This video helps you break down the crucial steps and best practices to ensure your datasets are primed for machine learning success. From handling missing values and outliers to feature scaling and encoding categorical variables etc. Data Preparation - article @@ -264,11 +260,11 @@ This category is a collection of valuable Machine learning resources for any beg Model selection process - Free fonts and font pairings to use for your next design project. + This Edureka video on Model Selection and Boosting, gives you Step by step guide to select and boost your models in Machine Learning, including need For Model Evaluation,Resampling techniques and more Model selection - video - Free fonts and font pairings to use for your next design project. + This video is about how to choose the right machine learning model, and in this video he had also explained about Cross Validation which is used for Model Selection. @@ -284,12 +280,12 @@ This category is a collection of valuable Machine learning resources for any beg The article "Training a Machine Learning Model" from ProjectPro seems like a useful guide for anyone looking to understand the process of training machine learning models. Training a machine learning model involves feeding it with labeled data to learn patterns and make predictions or decisions. - Model training by Edureka - Free fonts and font pairings to use for your next design project. + Model training - Video + This Edureka video on 'Data Modeling - Feature Engineering' gives a brief introduction to how the model is trained using Machine learning algorithms. - Model training by Microsoft Azure - Free fonts and font pairings to use for your next design project. + Model training - Video + This video by Microsoft Azure helps you to understand how to utilize the right compute on Microsoft Azure to scale your training of the model efficiently. @@ -310,7 +306,7 @@ This category is a collection of valuable Machine learning resources for any beg Model Evaluation - Video - Free fonts and font pairings to use for your next design project. + This video by AssemblyAI helps you to understand about the most commonly used evaluation metrics for classification and regression tasks and more. @@ -331,7 +327,7 @@ This category is a collection of valuable Machine learning resources for any beg Model Optimization - Video - Free fonts and font pairings to use for your next design project. + This beginners friendly video by Brandon Rohrer gives you a brief understanding about how optimization for machine learning works and more. @@ -351,8 +347,8 @@ This category is a collection of valuable Machine learning resources for any beg The article from Towards Data Science will focus on machine learning model deployment strategies, which are crucial for ensuring that trained models can be effectively deployed and used in real-world applications. - Model Deployment by Microsoft Azure - Free fonts and font pairings to use for your next design project. + Model Deployment + This video by Microsoft Azure helps you to understand the various deployment options and optimizations for large-scale model inferencing. @@ -575,7 +571,11 @@ This category is a collection of valuable Machine learning resources for any beg Description - Machine learning with python by Freecodecamp + Machine learning by Edureka + This youtube playlist by Edureka on machine learning is the best resource to learn machine learning from beginners level to advanced level that too for free. + + + Machine learning with python by Freecodecamp The "Machine Learning with Python" course on FreeCodeCamp provides a valuable learning resource for individuals interested in diving into the field of machine learning using Python, this course offers a structured path to learn machine learning concepts and develop practical skills through hands-on projects and exercises. From 0ad2bc586e80292ff094a4e9deee76ce88252c40 Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sun, 19 May 2024 09:08:01 +0530 Subject: [PATCH 13/17] final commit --- Machine learning/README.md | 16 ++++------------ 1 file changed, 4 insertions(+), 12 deletions(-) diff --git a/Machine learning/README.md b/Machine learning/README.md index d42dd80b..ba8a6c95 100644 --- a/Machine learning/README.md +++ b/Machine learning/README.md @@ -8,7 +8,7 @@ - [Fundamentals of Mathematics](#fundamentals-of-mathematics) - [Fundamentals of Programming Language](#fundamentals-of-programming-language) - - [Modules](#modules) + - [Modules](#moduleslibraries) - [Introduction to Machine Learning](#introduction-to-machine-learning) - [Types of Machine learning](#types-of-machine-learning) - [Machine Learning](#steps-involved-for-machine-learning) @@ -31,10 +31,6 @@ - [Others](#others) -### Overview - -This category is a collection of valuable Machine learning resources for any beginner. Here, you will find a wide range of materials and information which increases your understanding of machine learning. - ### Roadmap #### Machine Learning @@ -176,7 +172,7 @@ This category is a collection of valuable Machine learning resources for any beg Introduction to Machine Learning - This video by Edureka on "Introduction To Machine Learning" will help you understand the basics of Machine Learning and how it can be used to solve real-world problems. + This video by Edureka on "Introduction To Machine Learning" will help you understand the basics of Machine Learning like how,what,when and how it can be used to solve real-world problems. @@ -423,8 +419,7 @@ This category is a collection of valuable Machine learning resources for any beg "Data Mining: Practical Machine Learning Tools and Techniques" provides a comprehensive overview of the field of data mining and machine learning. Authored by Ian H. Witten, Eibe Frank, and Mark A. Hall, this book is widely regarded as an essential resource for students, researchers, and practitioners in the field. free - - + ### Datasets @@ -643,9 +638,6 @@ This category is a collection of valuable Machine learning resources for any beg The Talking machines The "Talking Machines" offers a valuable platform for individuals interested in staying informed, inspired, and engaged in the dynamic field of machine learning, this podcast provides informative and engaging content on ML. - - - - + From 89aeb3aaa7f4a6f27903714244dd1f715e9cc31e Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sun, 19 May 2024 09:12:52 +0530 Subject: [PATCH 14/17] conflict erros resolved --- README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/README.md b/README.md index 5a4a2c26..468aecec 100644 --- a/README.md +++ b/README.md @@ -31,6 +31,10 @@ Here is a list of the currently available categories of the project:
- [Web3](https://github.com/jfmartinz/ResourceHub/tree/main/Web3) - [Database](https://github.com/jfmartinz/ResourceHub/tree/main/DBMS%20(Database)) - [Machine Learning](https://github.com/chaanakyaaM/ResourceHub/tree/main/Machine%20learning) +- [Open Source Development](https://github.com/jfmartinz/ResourceHub/tree/main/Open%20Source%20Development) +- [DevOps](https://github.com/jfmartinz/ResourceHub/tree/main/DevOps) +- [App Development](https://github.com/jfmartinz/ResourceHub/tree/main/App%20Development) +- [Data Science](https://github.com/jfmartinz/ResourceHub/tree/main/Data%20Science) ## How to contribute From 5bef5b95403be0422bec23fd63be66b57280350e Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sun, 19 May 2024 09:13:45 +0530 Subject: [PATCH 15/17] mistake resolved --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 468aecec..249ab962 100644 --- a/README.md +++ b/README.md @@ -30,7 +30,7 @@ Here is a list of the currently available categories of the project:
- [UI & UX Design](https://github.com/jfmartinz/ResourceHub/tree/main/UI-UX%20Design) - [Web3](https://github.com/jfmartinz/ResourceHub/tree/main/Web3) - [Database](https://github.com/jfmartinz/ResourceHub/tree/main/DBMS%20(Database)) -- [Machine Learning](https://github.com/chaanakyaaM/ResourceHub/tree/main/Machine%20learning) +- [Machine Learning](https://github.com/jfmartinz/ResourceHub/tree/main/Machine%20learning) - [Open Source Development](https://github.com/jfmartinz/ResourceHub/tree/main/Open%20Source%20Development) - [DevOps](https://github.com/jfmartinz/ResourceHub/tree/main/DevOps) - [App Development](https://github.com/jfmartinz/ResourceHub/tree/main/App%20Development) From a8e898f4bc121846081f9802a6ce28159e74e47c Mon Sep 17 00:00:00 2001 From: chaanakyaaM Date: Sun, 19 May 2024 09:16:48 +0530 Subject: [PATCH 16/17] coflict error resolved --- README.md | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 249ab962..8b717de1 100644 --- a/README.md +++ b/README.md @@ -17,9 +17,19 @@ [![Contributor Covenant](https://img.shields.io/badge/Contributor%20Covenant-2.1-4baaaa.svg)](code_of_conduct.md) +## Table of Contents + +- [What is ResourceHub](#what-is-resourcehub) +- [Categories](#categories) +- [How to Contribute](#how-to-contribute) + - [Forking and Submitting a Pull Request](#forking-and-submitting-a-pull-request) + - [Using GitHub Desktop](#using-github-desktop) +- [Our Contributors](#our-contributors) +- [License](#license) + ## What is ResourceHub -_ResourceHub_ is an Open-Source project that serves as a collection of valuable resources for Web Development, carefully curated by the amazing contributors in the community. +_ResourceHub_ is an Open-Source project that serves as a collection of valuable resources for Web Development, UI & UX Design, Web3, Database, Open Source Development, App Development, Data Science and DevOps carefully curated by the amazing contributors in the community. You can contribute with helpful resources you've discovered on the internet and share them with us! @@ -30,12 +40,11 @@ Here is a list of the currently available categories of the project:
- [UI & UX Design](https://github.com/jfmartinz/ResourceHub/tree/main/UI-UX%20Design) - [Web3](https://github.com/jfmartinz/ResourceHub/tree/main/Web3) - [Database](https://github.com/jfmartinz/ResourceHub/tree/main/DBMS%20(Database)) -- [Machine Learning](https://github.com/jfmartinz/ResourceHub/tree/main/Machine%20learning) - [Open Source Development](https://github.com/jfmartinz/ResourceHub/tree/main/Open%20Source%20Development) - [DevOps](https://github.com/jfmartinz/ResourceHub/tree/main/DevOps) - [App Development](https://github.com/jfmartinz/ResourceHub/tree/main/App%20Development) - [Data Science](https://github.com/jfmartinz/ResourceHub/tree/main/Data%20Science) - +- [Machine Learning](https://github.com/jfmartinz/ResourceHub/tree/main/Machine%20Learning) ## How to contribute Read [CONTRIBUTING.md](https://github.com/jfmartinz/ResourceHub/blob/main/CONTRIBUTING.md) and create your fork of this repository before submitting any contributions. @@ -197,4 +206,4 @@ Your pull request will now be available for review by the project maintainers. T ResourceHub is licensed under the MIT License - see the [LICENSE](https://github.com/jfmartinz/ResourceHub/blob/main/LICENSE) file for details.
-###### If you find this repository useful, please consider giving it a ⭐️ +###### If you find this repository useful, please consider giving it a ⭐️ \ No newline at end of file From 6bd0feac04cd50b907a84ab93ac4c4f1a8251a26 Mon Sep 17 00:00:00 2001 From: Chaanakyaa Milkuri <131477601+chaanakyaaM@users.noreply.github.com> Date: Sun, 19 May 2024 09:24:40 +0530 Subject: [PATCH 17/17] Updated README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 7de6359d..1b6328b7 100644 --- a/README.md +++ b/README.md @@ -44,7 +44,7 @@ Here is a list of the currently available categories of the project:
- [DevOps](https://github.com/jfmartinz/ResourceHub/tree/main/DevOps) - [App Development](https://github.com/jfmartinz/ResourceHub/tree/main/App%20Development) - [Data Science](https://github.com/jfmartinz/ResourceHub/tree/main/Data%20Science) -- [Machine Learning](https://github.com/jfmartinz/ResourceHub/tree/main/Machine%20Learning) +- [Machine Learning](https://github.com/jfmartinz/ResourceHub/tree/main/Machine%20learning) ## How to contribute @@ -207,4 +207,4 @@ Your pull request will now be available for review by the project maintainers. T ResourceHub is licensed under the MIT License - see the [LICENSE](https://github.com/jfmartinz/ResourceHub/blob/main/LICENSE) file for details.
-###### If you find this repository useful, please consider giving it a ⭐️ \ No newline at end of file +###### If you find this repository useful, please consider giving it a ⭐️