Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
- gpt
- large-language-models
- llm
- python
Repository Index
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Python Data Science Handbook: full text in Jupyter Notebooks
- scikit-learn
- numpy
- python
- jupyter-notebook
Machine Learning Systems: Foundations, Scaling, Agentic AI, and Physical AI (Vols I–IV) • Harvard CS249r | https://mlsysbook.ai
- artificial-intelligence
- cloud-ml
- computer-systems
- courseware
Official code repo for the O'Reilly Book - "Hands-On Large Language Models"
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
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
The fastai book, published as Jupyter Notebooks
- notebooks
- fastai
- deep-learning
- machine-learning
Code for Machine Learning for Trading, 3rd edition — from data sourcing to live execution.
- machine-learning
- trading
- investment
- finance
Translated:books: 《Go语言高级编程》(Advanced Go Programming) open-source book, covering advanced topics such as CGO, Go assembly language, RPC implementation, Protobuf plugin implementation, Web framework implementation, distributed systems, etc. (completed)
- go
- golang
- book
- cgo
Machine Learning Engineering Open Book
- pytorch
- slurm
- large-language-models
- llm
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 filters, and more. All exercises include solutions.
This is the homepage of a new book entitled "Mathematical Foundations of Reinforcement Learning."
Pragmatic, balanced FP in JavaScript. @FLJSBook on twitter.
- book
- javascript
- functional-programming
- training-materials
Learning Vim and Vimscript doesn't have to be hard. This is the guide that you're looking for 📖
Beginner, advanced, expert level Rust training material
Python Implementation of Reinforcement Learning: An Introduction
The "Python Machine Learning (1st edition)" book code repository and info resource
- machine-learning
- machine-learning-algorithms
- logistic-regression
- data-science
Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course
- numpy
- python
- linear-algebra
- data-science
Thoughts on Go performance optimization
- optimization
- performance
- performance-optimization
- performance-analysis
A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`
- data-science
- machine-learning-production
- mlops
Understanding Deep Learning - Simon J.D. Prince
code for Data Science From Scratch book
:book: A creative-commons book on Backbone.js for beginners and advanced users alike
A catalogue of Rust design patterns, anti-patterns and idioms
- rust
- patterns
- reference
- rust-lang