AWESOME

This repository is a collection of interesting technical resources that I have found on the internet. The resources are categorized and listed in the README.md file for easy reference.

If you have come across any interesting technical resources that you think would be a great addition to this repository, please don't hesitate to share them with me 🙏! Whether it's a helpful blog post, an informative video, or a useful library or tool.

Content

• Academia
• Artificial Intelligence
• Computer Science
• Mathematics
• Quantum
• Physics
• Web Dev

Academia

• A Survival Guide to a PhD

Artificial Intelligence

• Deep Learning with PyTorch: A 60min Blitz

• The Neural Network Zoo

• #258 | Yann LeCun: Dark Matter of Intelligence and Self-Supervised Learning | Lex Fridman Podcast

• MIT 6.S191 - Introduction to Deep Learning

• Why Neural Networks can learn (almost) anything

• Deep Learning Basics: Introduction and Overview by Lex Fridman

• Comment ces IA inventent-elles des images ? (Stable Diffusion, Midjourney, and DALL-E)

  • Supervised Learning
  • Generative Adversial Nets (GANs)
  • Supervised vs Unsupervised learning
  • Diffusion models

• Comment les I.A. font-elles pour comprendre notre langue ?

  • Supervised Learning
  • Convolutional Neural Networks (CNN)
  • Natural Language Processing
  • Word Embedding
  • Recurrent Neural Networks (RNN)
    • Classification (e.g: Sentiment Analysis)
    • Translation
    • Memory issue (LSTM, GRU, Attention, Transformers)

Computer Science

• 15 Sorting Algorithms in 6 Minutes

• 8 Design Patterns EVERY Developer Should Know

  • Factory
  • Builder
  • Singleton
  • Observer
  • Iterator
  • Strategy
  • Adapter
  • Facade

Mathematics

Quantum

• Introduction to Quantum Computing : William Oliver - MIT

  • Computing Development Timeline
  • How is a Quantum Computer Different?
  • Quantum Algorithm
  • Superconducting qubit
  • Quantum Errror Correction analogy with Lacrosse

• The Story of Shor's Algorithm, Straight From the Source | Peter Shor

  • Simon's, discrete log, and factoring problems
  • Error correction
  • Quantum error correction

Physics

• Les inégalités de BELL & les expériences d'Alain ASPECT

• Intro to Special Relativity Course

Web

• What the heck is the event loop anyway? | Philip Roberts | JSConf EU