README.md

Learning path of MOOC for Information of Technology

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1. Knowledge Foundation

• Discrete Mathematics 3 months(12h/week), provide by University of California San Diego and National Research University Higher School of Economics

  • Mathematical Thinking in Computer Science
  • Combinatorics and Probability
  • Introduction to Graph Theory
  • Number Theory and Cryptography
  • Delivery Problem

• Algorithms 4 months(7h/week), provide by Stanford

  • Divide and Conquer, Sorting and Searching, and Randomized Algorithms
  • Graph Search, Shortest Paths, and Data Structures
  • Greedy Algorithms, Minimum Spanning Trees, and Dynamic Programming
  • Shortest Paths Revisited, NP-Complete Problems and What To Do About Them

• Computer Architecture 11 weeks, provide by Princeton University

• Networking Basics 2 months

2. Software Foundation

• Software Design and Architecture 4 months(5h/week), provide by University of Alberta

  • Object-Oriented Design
  • Design Patterns
  • Software Architecture
  • Service-Oriented Architecture

• Database Systems Concepts Design 16 weeks, provide by Udacity

• Data Warehousing for Business Intelligence Specialization 6 months, provide by University of Colorado System

  • Database Management Essentials
  • Data Warehouse Concepts, Design, and Data Integration
  • Relational Database Support for Data Warehouses
  • Business Intelligence Concepts, Tools, and Applications
  • Design and Build a Data Warehouse for Business Intelligence Implementation

• Software Product Management Specialization 4 months (7h/week) provide by University of Alberta

  • Introduction to Software Product Management
  • Software Processes and Agile Practices
  • Client Needs and Software Requirements
  • Agile Planning for Software Products
  • Reviews & Metrics for Software Improvements
  • Software Product Management Capstone

• Cybersecurity Specialization, 5 months, provide by University of Maryland, College Park

  • Usable Security
  • Software Security 6 weeks(3-5h/week), provide by
  • Cryptography
  • Hardware Security
  • Cybersecurity Capstone Project

• Open Source Software Development, Linux and Git Specialization, 1 months, provide by The Linux Foundation

  • Open Source Software Development Methods
  • Linux for Developers
  • Linux Tools for Developers
  • Using Git for Distributed Development

3. Web and Mobile development

• Javascript (support by freecodecamp)

  • Learn to Code
  • Learn Node.JS
  • Express.js & Node.js Course for Beginners
  • Learn Angular

• Ruby on Rails 10 months(6h/week), provide by Johns Hopkins University

  • Ruby on Rails: An Introduction
  • Rails with Active Record and Actiion Pack
  • Ruby on Rails Web Services and Intergation with MongoDB
  • HTML, CSS and Javascript for Web developers
  • Single Page Web Applications with AngularJS
  • Capstone: Photo Tourist Web Application

• Android App Development 4 months(7h/week), provide by Vanderbilt University

  • Java for Android
  • Android App Components - Intents, Activities, and Broadcast Receivers
  • Android App Components - Services, Local IPC, and Content Providers
  • Engineering Maintainable Android Apps
  • Capstone MOOC for "Android App Development"

• Kotlin, provide by Google

  • Kotlin Bootcamp for Programmers 2 weeks
  • Developing Android Apps with Kotlin 2 months

• iOS App Development with Swift 2 months(6h/week), provide by University of Toronto

  • Introduction To Swift Programming
  • iOS App Development Basics
  • App Design and Development for iOS
  • Build Your Own iOS App

4. Data science and Big data

• IBM Data Science Professional Certificate 2 months, provide by IBM

  • What is Data Science?
  • Open Source tools for Data Science
  • Data Science Methodology
  • Python for Data Science
  • Databases and SQL for Data Science
  • Data Analysis with Python
  • Data Visualization with Python
  • Machine Learning with Python
  • Applied Data Science Capstone

• Big Data Specialization 5 months, provide by UCSanDiego

  • Introduction to Big Data
  • Big Data Modeling and Management Systems
  • Big Data Integration and Processing
  • Machine Learning With Big Data
  • Graph Analytics for Big Data
  • Big Data - Capstone Project

5. Google Cloud

• Architecting with Google Cloud Platform Specialization

  • Google Cloud Platform Fundamentals: Core Infrastructure
  • Essential Cloud Infrastructure: Foundation
  • Essential Cloud Infrastructure: Core Services
  • Elastic Cloud Infrastructure: Scaling and Automation.
  • Elastic Cloud Infrastructure: Containers and Services
  • Reliable Cloud Infrastructure: Design and Process

• Networking in Google Cloud Platform Specialization

  • Google Cloud Platform Fundamentals: Core Infrastructure
  • Networking in GCP: Defining and Implementing Networks
  • Networking in GCP: Hybrid Connectivity and Network Management

• Security in Google Cloud Platform Specialization

  • Google Cloud Platform Fundamentals: Core Infrastructure
  • Managing Security in Google Cloud Platform
  • Mitigating Security Vulnerabilities on Google Cloud Platform

• Machine Learning with TensorFlow on Google Cloud Platform Specialization

  • How Google does Machine Learning
  • Launching into Machine Learning
  • Intro to TensorFlow
  • Feature Engineering
  • Art and Science of Machine Learning

• Advanced Machine Learning with TensorFlow on Google Cloud Platform Specialization

  • End-to-End Machine Learning with TensorFlow on GCP
  • Production Machine Learning Systems
  • Image Understanding with TensorFlow on GCP
  • Sequence Models for Time Series and Natural Language Processing
  • Recommendation Systems with TensorFlow on GCP

6. Kubernetes

• Introduction to Cloud Infrastructure Technologies
• Introduction to Kubernetes
• Building Microservice Platforms with TARS
• Introduction to Serverless on Kubernetes
• Introduction to Service Mesh with Linkerd
• Introduction to Kubernetes on Edge with k3s
• Introduction to Istio