The resources listed in this note have not been verified yet. They are included so that they can be checked at a later time. The order is random.
“I failed my way to success” — Thomas Edition.
Emoji notations: 🐙 (Github), 📚 (Book / Files), 🟢 (I’ve noted/learned), 📺 (Youtube/Videos)

Blog / Personal websites

  • serrano.academy 📺 (Youtube channel of Luis Serrano, the author of Grokking Machine Learning)
  • vcubingx 📺 (A Youtube channel like 3Blue1Brown, talk about Math and CS).

Coding platforms

Computer Science

Data Structure & Algorithms

Design patterns

Computer Vision

Articles

Data Science

Articles

Deep Learning

  • Deep Learning by Ian Goodfellow and Yoshua Bengio and Aaron Courville 📚
Articles

Engineering / MLOps

AWS Certified Data Engineer (DEA-C01)

DevOps

General

Generative AI / LLM

  • AI Engineering: Building Applications with Foundation Models | Chip Huyen 📚
  • Build LLM Applications (from Scratch) | Manning 📚
  • Building Generative AI Services with FastAPI 📚
  • Hands-On Large Language Models: Language Understanding and Generation by Jay Alammar, Maarten Grootendorst 📚 — Github repository. 🐙

Articles / Video

Machine Learning

Maths / Prop / Stats

Statistics

  • How not to be wrong by Jordan Ellenberg 📚 🟢
  • Practical Statistics for Data Scientists by Andrew Bruce and Peter Bruce 📚
  • Statistics for Non-Statisticians by Birger Stjernholm Madsen 📚

NLP

Articles

Python

Pytorch

Tensorflow

Tools & Services & References