Repository Index

The "Python Machine Learning (2nd edition)" book code repository and info resource

• machine-learning
• deep-learning
• python
• scikit-learn

Python code for "Probabilistic Machine learning" book by Kevin Murphy

• jupyter-notebooks
• machine-learning
• colab
• pml

CoreNet: A library for training deep neural networks

Material for gpu-mode lectures

NYU Deep Learning Spring 2020

• jupyter-notebook
• pytorch
• deep-learning
• neural-nets

A course on aligning smol models.

Repo for the Complete Agentic AI Engineering Course

A course in reinforcement learning in the wild

• reinforcement-learning
• course-materials
• deep-learning
• deep-reinforcement-learning

Accepted as [NeurIPS 2024] Spotlight Presentation Paper

An adversarial example library for constructing attacks, building defenses, and benchmarking both

• machine-learning
• security
• benchmarking

TranslatedTensorFlow 2.x version's Tutorials and Examples, including CNN, RNN, GAN, Auto-Encoders, FasterRCNN, GPT, BERT examples, etc. TF 2.0 version introductory example code and hands-on tutorials.

• tensorflow
• tensorflow-examples
• tensorflow-tutorials
• tensorflow-2

TensorFlow documentation

• tensorflow
• tensorflow-tutorials
• tensorflow-examples
• documentation

Code for Tensorflow Machine Learning Cookbook

• tensorflow
• tensorflow-cookbook
• linear-regression
• neural-network

A scikit-learn compatible neural network library that wraps PyTorch

• scikit-learn
• pytorch
• machine-learning
• huggingface

All course materials for the Zero to Mastery Deep Learning with TensorFlow course.

• deep-learning
• deep-neural-networks
• tensorflow
• tensorflow2

fast.ai Courses

T81-558: Keras - Applications of Deep Neural Networks @Washington University in St. Louis

• neural-network
• machine-learning
• tensorflow
• keras

"Probabilistic Machine Learning" - a book series by Kevin Murphy

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

• pytorch
• seq2seq
• sequence-to-sequence
• tutorial

Notebooks for learning deep learning

Efficient Image Captioning code in Torch, runs on GPU

Python assignments for the machine learning class by andrew ng on coursera with complete submission for grading capability and re-written instructions.

Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

• deep-learning
• neural-network
• convolutional-networks
• pytorch

Code Repository for Machine Learning with PyTorch and Scikit-Learn

• machine-learning
• scikit-learn
• deep-learning
• neural-networks