21 Lessons, Get Started Building with Generative AI

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

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

Examples and guides for using the OpenAI API

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

Python Data Science Handbook: full text in Jupyter Notebooks

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

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

Data Engineering Zoomcamp is a free 9-week course on building production-ready data pipelines. The next cohort starts in January 2026. Join the course here 👇🏼

10 Weeks, 20 Lessons, Data Science for All!

A game theoretic approach to explain the output of any machine learning model.

Python programs, usually short, of considerable difficulty, to perfect particular skills.

🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

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

Neural Networks: Zero to Hero

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filte…

The repository provides code for running inference with the Meta Segment Anything Model 2 (SAM 2), links for downloading the trained model checkpoints, and example notebooks that show how to use th…

💿 Free software that works great, and also happens to be open-source Python.

This repository delivers end-to-end, code-first tutorials covering every layer of production-grade GenAI agents, guiding you from spark to scale with proven patterns and reusable blueprints for re…

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

A hands-on introduction to video technology: image, video, codec (av1, vp9, h265) and more (ffmpeg encoding). Translations: 🇺🇸 🇨🇳 🇯🇵 🇮🇹 🇰🇷 🇷🇺 🇧🇷 🇪🇸

One has no future if one couldn't teach themself.

llama3 implementation one matrix multiplication at a time

Companion webpage to the book "Mathematics For Machine Learning"

This repository contains implementations and illustrative code to accompany DeepMind publications

Free MLOps course from DataTalks.Club

[WIP] Resources for AI engineers. Also contains supporting materials for the book AI Engineering (Chip Huyen, 2025)

Sample code and notebooks for Generative AI on Google Cloud, with Gemini on Vertex AI

Learn ML engineering for free in 4 months! Register here 👇🏼

Draw pretty maps from OpenStreetMap data! Built with osmnx +matplotlib + shapely