Repository Index

Code samples for my book "Neural Networks and Deep Learning"

Translated"Lee Hung-yi's Deep Learning Tutorial" (recommended by Professor Hung-yi Lee 👍, the Apple Book 🍎), PDF download address: https://github.com/datawhalechina/leedl-tutorial/releases

• machine-learning
• deep-learning
• leedl-tutorial
• cnn

A guide on how to be a Programmer - originally published by Robert L Read

• learning
• programming

Companion webpage to the book "Mathematics For Machine Learning"

Learning Vim and Vimscript doesn't have to be hard. This is the guide that you're looking for 📖

• vim
• editor
• tutorial
• programming

Rust By Practice will evolve into Origin.

• rust
• practice
• example
• exercise

Python Implementation of Reinforcement Learning: An Introduction

• reinforcement-learning
• artificial-intelligence

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville

• deep-learning
• machine-learning
• linear-algebra
• mit

Bootstrap yourself to write an OS from scratch. A book for self-learner.

• operating-system
• book

TranslatedOpen source Deep Learning book, based on TensorFlow 2.0 framework.

• tensorflow
• tensorflow2
• deeplearning
• machinelearning

PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation (《深度学习框架PyTorch：入门与实战》)

• pytorch
• pytorch-tutorials
• pytorch-tutorials-cn
• deep-learning

Code repository of all OpenGL chapters from the book and its accompanying website https://learnopengl.com

The "Python Machine Learning (1st edition)" book code repository and info resource

• machine-learning
• machine-learning-algorithms
• logistic-regression
• data-science

An Open-source book with Modern CUDA learning Notes for Beginners - BF16/FP8/FP4, HGEMM, CuTe, Flash-Attention, etc.

• cuda
• hgemm
• cuda-kernels
• cuda-toolkit

TranslatedHand-written implementations of all the algorithms in Li Hang's book "Statistical Learning Methods" (《统计学习方法》)

• machine-learning-algorithms
• code
• statistical-learning-method

Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course

• numpy
• python
• linear-algebra
• data-science

A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`

• data-science
• machine-learning-production
• mlops

The Concise TypeScript Book: A Concise Guide to Effective Development in TypeScript. Free and Open Source.

• book
• learn-typescript
• typescript
• typescript-book

Accompanying source code for Machine Learning with TensorFlow. Refer to the book for step-by-step explanations.

• tensorflow
• machine-learning
• regression
• convolutional-neural-networks

Code accompanying the book "Machine Learning for Hackers"

Learn how to write webapps without a framework in Go.

• golang
• book
• golang-book
• go

Learning eBPF, published by O'Reilly - out now! Here's where you'll find a VM config for the examples, and more

• ebpf
• ebpf-co-re
• linux-kernel

Mostly experiments based on "Advances in financial machine learning" book