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Luis Valencia Personal Study material

Random Study Material Or posts

  1. Zero to Mastery Machine Learning
  2. Best-of Machine Learning with Python
  3. Start Machine Learning in 2023 - Become an expert for free
  4. Getting started with Anaconda, Conda, Miniconda
  5. Machine Learning Research DL Book Study Group
  6. 𝗛𝘂𝗻𝗱𝗿𝗲𝗱𝘀 𝗼𝗳 𝗡𝗟𝗣 𝗣𝗮𝗽𝗲𝗿𝘀 𝘄𝗶𝘁𝗵 𝗖𝗼𝗱𝗲
  7. Gradient Descent in ML
  8. Stop using pandas
  9. Metric Selection & Model Evaluation
  10. 𝐓𝐢𝐦𝐞 𝐒𝐞𝐫𝐢𝐞𝐬 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 𝐃𝐞𝐦𝐲𝐬𝐭𝐢𝐟𝐢𝐞𝐝: 𝐓𝐨𝐩 𝟐𝟎 𝐏𝐲𝐭𝐡𝐨𝐧 𝐋𝐢𝐛𝐫𝐚𝐫𝐢𝐞𝐬 𝐩𝐥𝐮𝐬 𝐓𝐲𝐩𝐞𝐬, 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐚𝐧𝐝 𝐅𝐮𝐧𝐜𝐭𝐢𝐨𝐧𝐬
  11. Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning 12 Data Cleaning Checklist

Recommended Git Repos

  1. Microsoft Recommenders Systems
  2. IVY unify all ML frameworks
  3. Microsoft Computer Vision Recipes
  4. Microsoft Forecasting Best Practices
  5. Awesome Data Science
  6. The Algorithms
  7. 817 Machine Learning Real-World Projects

Courses

  1. Learn How to Build Cutting-Edge Models

Cheatsheets

  1. Python
  2. Python ZTM Cheatsheet
  3. Big O Cheatsheet
  4. Pytorch Cheatsheet
  5. Business Analytics with Python Cheatsheet
  6. Data Science Cheat Sheets

Videos or Videos Playlists

  1. 2020 Machine Learning Roadmap (95% valid for 2023)
  2. Neural Networks: Zero to Hero
  3. Let's build GPT: from scratch, in code, spelled out.
  4. Git and Github Tutorial | Learn Git & Github from Andrei Neagoie

Free Resources

  1. ZTM Free resources

Blog Posts

  1. Day To Day At Microsoft - Doing A Data Science Project

Prompting in CHATGPT

  1. 45 ChatGPT use cases
  2. 3 mistakes to avoid with ChatGPT
  3. How to actually use ChatGPT
  4. Prompt Engineering Guide
  5. 10 techniques to get massively ahead with AI
  6. Learn Prompting
  7. The Art of ChatGPT Prompting: A Guide to Crafting Clear and Effective Prompts
  8. A quick and dirty Python script to add Voice Interface to OpenAI APIs. No typing, just speak and it will respond by talking back.

Datasets

  1. 𝟭𝟬 𝗙𝗥𝗘𝗘 𝗗𝗮𝘁𝗮𝘀𝗲𝘁𝘀 𝘁𝗼 𝗯𝘂𝗶𝗹𝗱 𝘆𝗼𝘂𝗿 𝗣𝗼𝗿𝘁𝗳𝗼𝗹𝗶𝗼

Interviews & Job Preparation

  1. DataInterview 100 Key Concepts to Know for Data Science Interviews
  2. 𝐓𝐡𝐢𝐬 𝐩𝐨𝐬𝐭 𝐡𝐚𝐬 𝐭𝐡𝐞 𝐩𝐫𝐞𝐩𝐚𝐫𝐚𝐭𝐢𝐨𝐧 𝐠𝐮𝐢𝐝𝐞𝐬 𝐟𝐨𝐫 𝐭𝐡𝐞 𝐚𝐥𝐥 𝐫𝐨𝐮𝐧𝐝𝐬 𝐨𝐟 𝐭𝐡𝐞 𝐢𝐧𝐭𝐞𝐫𝐯𝐢𝐞𝐰.
  3. Algo Expert
  4. How to Build a Data Science Portfolio
  5. Data Science Portfolios That Will Get You the Job
  6. Interview Query
  7. FAANG Path
  8. Leet Code Top 100 Liked Questions
  9. Remote US Jobs Turing.com
  10. High Impact Advice for your job search
  11. Top 10 AI-powered resumes that will get you the interview (ATS-friendly) 👨‍💻
  12. Preparing for a data science interview check out this series of articles
  13. 3 𝐑𝐞𝐬𝐨𝐮𝐫𝐜𝐞𝐬 𝐭𝐨 𝐆𝐞𝐭 & 𝐏𝐚𝐬𝐬 𝐘𝐨𝐮𝐫 𝐅𝐢𝐫𝐬𝐭 𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐈𝐧𝐭𝐞𝐫𝐯𝐢𝐞𝐰
  14. 10 repositories from GitHub that will transform the way you approach technical interviews
  15. Sharing a detailed step-by-step breakdown of a resume that got shortlisted by Google, Microsoft, and Amazon!
  16. BEHAVIORAL ROUNDS IN A NUTSHELL!
  17. SITES TO GET REMOTE JOBS
  18. Harvard University provided some feedback how a good CV, cover letter, .. should look like
  19. Here is a list of companies around the globe that are remote friendly

Job Salaries

  1. Tech pays
  2. Salaries in Belgium
  3. Salaries in Netherlands

Computer Vision

  1. Open CV

Social Tools

  1. Shields.IO

Ethical AI

  1. The Institute for Ethical AI & Machine Learning

Where to find remote Jobs

  1. Working Nomads
  2. Angel.co
  3. RemoteOk
  4. Remoteive
  5. Himalayas
  6. WeWorkRemotely
  7. JustRemote
  8. Remote
  9. Otta

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