Segmentation models with pretrained backbones. Keras and TensorFlow Keras.

Examples and guides for using the Gemini API

Image processing software for textbooks by W. Burger & M. Burge

Lipman's Artificial Intelligence Directory

Exercise notebooks for CVND.

Python Programming for Scientists - Lecture notes

An introduction to scientific programming in Python for first-year physics students at Heidelberg University

Solving Image Processing Problems with Python

tiktoken is a fast BPE tokeniser for use with OpenAI's models.

Pretrain Vision and Large Language Models in Python, Published by Packt

Image Processing with Python

Jupyter Notebooks for my Medium articles

Machine Learning for Time-Series with Python.Published by Packt

Explainable AI with Python, published by Packt

Code Repository for The Kaggle Book, Published by Packt Publishing

Original source code for ChatGPT for Java by Bruce Hopkins

Original source code for Deep Reinforcement Learning with Python 2nd ed.

Source Code

R Markdown Cookbook. A range of tips and tricks to make better use of R Markdown.

Grok open release

Pythonic AI, by BPB Publications

A tutorial for basic spatial filtering of imagery on the GPU using PyTorch. This is an easy way to complement and accelerate traditional numpy/scipy/OpenCV image processing or image synthesis workf…

I2C device library collection for AVR/Arduino or other C++-based MCUs

The fastai book, published as Jupyter Notebooks

The VESC motor control firmware