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

The fastai deep learning library

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

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

A multi-voice TTS system trained with an emphasis on quality

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

YSDA course in Natural Language Processing

Fast and flexible AutoML with learning guarantees.

A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain

🔊 Text-prompted Generative Audio Model - With the ability to clone voices

TensorFlow Tutorials

Python libraries for Google Colaboratory

MONAI Tutorials

Low-Cost Open Source Ventilator or PAPR

[ICLR24] Official PyTorch Implementation of Magic123: One Image to High-Quality 3D Object Generation Using Both 2D and 3D Diffusion Priors

Google Colaboratory Notebooks and Repositories (by @firmai)

Vehicle detection using machine learning and computer vision techniques for Udacity's Self-Driving Car Engineer Nanodegree.

Mellotron: a multispeaker voice synthesis model based on Tacotron 2 GST that can make a voice emote and sing without emotive or singing training data

Jupyter widget to interactively view molecular structures and trajectories

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Pape…

ZeroCostDL4Mic: A Google Colab based no-cost toolbox to explore Deep-Learning in Microscopy

Deep Learning and Unsupervised Feature Learning Tutorial Solutions

MiniFold: Deep Learning for Protein Structure Prediction inspired by DeepMind AlphaFold algorithm

Implementation of Model-Agnostic Meta-Learning (MAML) in Jax

Conversational text Analysis using various NLP techniques

Developer API service description and example client code

Deep learning based processing of Atac-seq data

Instruct-tune LLaMA on consumer hardware with shareGPT data

MONAI Deploy App SDK offers a framework and associated tools to design, develop and verify AI-driven applications in the healthcare imaging domain.

A first bare bones paralleled implementation of Go Explore as described by the Uber Engineering blog post