Repository Index

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

• deep-learning
• deep-learning-tutorial
• pytorch
• gan

TranslatedDeep Learning 500 Questions: in question-and-answer form, it covers hot topics in commonly used probability, linear algebra, machine learning, deep learning, computer vision and more, to help myself and readers who need it. The book is divided into 18 chapters and has more than 500,000 characters. Due to limited ability, readers are kindly asked to criticize and correct any improper parts of the book. To be continued............ If you are interested in cooperating, contact [email protected]. All rights reserved, infringement will be prosecuted. Tan 2018.06

100 Days of ML Coding

• machine-learning
• machine-learning-algorithms
• infographics
• tutorial

A collection of learning resources for curious software engineers

• read-articles
• programmer
• professional
• scalability

Python Data Science Handbook: full text in Jupyter Notebooks

• scikit-learn
• numpy
• python
• jupyter-notebook

Learn how to develop, deploy and iterate on production-grade ML applications.

• machine-learning
• deep-learning
• pytorch
• natural-language-processing

30 days of JavaScript programming challenge is a step-by-step guide to learn JavaScript programming language in 30 days. This challenge may take more than 100 days, please just follow your own pace. These videos may help too: https://www.youtube.com/channel/UC7PNRuno1rzYPb1xLa4yktw

• 30daysofjavascript
• javascript-for-everyone
• css
• html

Learn how to design systems at scale and prepare for system design interviews

• architecture
• distributed-systems
• system-design
• system-design-interview

Learn regex the easy way

• regex
• regular-expression
• learn-regex

This is a repo with links to everything you'd ever want to learn about data engineering

• apachespark
• awesome
• bigdata
• data

TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

• tensorflow
• tutorial
• examples
• deep-learning

Learn System Design concepts and prepare for interviews using free resources.

• awesome
• backend
• computer-science
• distributed-systems

TranslatedAiLearning: Data Analysis + Machine Learning in Action + Linear Algebra + PyTorch + NLTK + TF2

• fp-growth
• apriori
• mahchine-leaning
• naivebayes

In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

• agents
• ai
• llms
• machine-learning

Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!

• deep-learning

TranslatedPersonal notes on Professor Andrew Ng's machine learning course

• coursera
• machine-learning

Deep Learning Book Chinese Translation

FCC China open source codebase and curriculum. Learn to code and help nonprofits.

• freecodecamp
• cn-freecodecamp
• nodejs
• education

🤪 A list of funny and tricky JavaScript examples

• javascript
• specification
• handbook
• notes

500 AI Machine learning Deep learning Computer vision NLP Projects with code

• awesome
• machine-learning
• deep-learning
• machine-learning-projects

Awesome React Native components, news, tools, and learning material!

• react-native
• react
• awesome-list
• mobile

Collection of various algorithms in mathematics, machine learning, computer science and physics implemented in C++ for educational purposes.

• cpp
• algorithm
• algorithms-implemented
• data-structures

An interactive git visualization and tutorial. Aspiring students of git can use this app to educate and challenge themselves towards mastery of git!

TranslatedClose, paragraph-by-paragraph readings of classic and new deep learning papers

• deep-learning
• paper
• reading-list