trekhleb/homemade-machine-learning

Minimal and clean examples of machine learning algorithms implementations

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

A collection of machine learning examples and tutorials.

Companion webpage to the book "Mathematics For Machine Learning"

A resource for learning about Machine learning & Deep Learning

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.

Jupyter notebooks for the code samples of the book "Deep Learning with Python"

100 Days of ML Coding

🧑‍🏫 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, ... 🧠