Repository Index

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

• bayesian-methods
• pymc
• mathematical-analysis
• jupyter-notebook

TranslatedCode implementation of 《统计学习方法》 (Statistical Learning Methods)

Notebooks and code for the book "Introduction to Machine Learning with Python"

A computer science textbook

• education
• computer-science
• markdown

Code samples from the book Web Scraping with Python http://shop.oreilly.com/product/0636920034391.do

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

• machine-learning
• predictive-modeling
• islr
• statistical-learning

This project reproduces the book Dive Into Deep Learning (https://d2l.ai/), adapting the code from MXNet into PyTorch.

• deep-learning
• d2l
• data-science
• pytorch-implmention

Build a modern LLM from scratch. Every line commented. Explained like we are five.

• attention-mechanism
• deep-learning
• educational
• from-scratch

Repo for AI Agents The Definitive Guide

• ai-agents
• benchmarks
• deployment
• langchain

Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python"

• deep-learning
• neural-network
• machine-learning
• python