Repository Index

A book series (2 published editions) on the JS language.

• book-series
• javascript
• closures
• prototypes

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

• gpt
• large-language-models
• llm
• python

Translated《动手学深度学习》 (Dive into Deep Learning): for Chinese readers, runnable, and open to discussion. The Chinese and English editions are used for teaching at more than 500 universities in more than 70 countries.

• deep-learning
• book
• notebook
• natural-language-processing

TranslatedA cost-effective guide to life: longevity and disease prevention, first aid, saving money and personal finance, legal red lines, unemployment and work injury, medical and social insurance, dating, marriage and childbearing, pregnancy and parenting, entrepreneurship and platform compliance, going abroad, and skills. Each entry states the cost, benefit, evidence level, and original source, citing only journal papers and official documents.

TranslatedHan Xiankai's (韩先凯) Life Advancement Guide: a bilingual Chinese-English lifelong learning guide for the AI era, covering AI, learning, entrepreneurship, wealth, love, and life

• chinese
• tutorial
• english-learning
• ai-literacy

Python Data Science Handbook: full text in Jupyter Notebooks

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

TranslatedEveryone Can Use English

Deep Learning Book Chinese Translation

Translated✅ Solutions to LeetCode by Go, 100% test coverage, runtime beats 100% | LeetCode solutions

• leetcode
• golang
• go
• leetcode-golang

Python sample codes and textbook for robotics algorithms.

• python
• robotics
• algorithm
• path-planning

Official code repo for the O'Reilly Book - "Hands-On Large Language Models"

• artificial-intelligence
• book
• large-language-models
• llm

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

• deep-learning
• machine-learning
• book
• notebook

Machine Learning Systems: Foundations, Scaling, Agentic AI, and Physical AI (Vols I–IV) • Harvard CS249r | https://mlsysbook.ai

• artificial-intelligence
• cloud-ml
• computer-systems
• courseware

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.

Python best practices guidebook, written for humans.

• python
• guide
• book

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

• bayesian-methods
• pymc
• mathematical-analysis
• jupyter-notebook

TranslatedLearn and understand Docker&Container technologies, with real DevOps practice!

• docker
• book
• cloud-computing
• container

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.

• tensorflow
• scikit-learn
• machine-learning
• python

The fastai book, published as Jupyter Notebooks

• notebooks
• fastai
• deep-learning
• machine-learning

Mastering Bitcoin 3rd Edition - Programming the Open Blockchain

• bitcoin
• bitcoin-api
• blockchain
• oreilly

Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

Learn Go with test-driven development

• tdd
• golang
• go
• testing

TranslatedChinese translation of 《Designing Data-Intensive Application》 (DDIA), 1st edition / 2nd edition

• book
• distributed-systems
• database
• ddia

Mostly adequate guide to FP (in javascript)

• javascript
• functional-programming
• tutorial
• reactive-programming