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Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama mode…
A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API
"Probabilistic Machine Learning" - a book series by Kevin Murphy
A computer science textbook
Code for the Make Your Own Neural Network book
Go from no deep learning knowledge to implementing GPT.
Generator Bootcamp Material: Learn Chisel the Right Way
A 4-hour coding workshop to understand how LLMs are implemented and used
A tiny 1000 line LLVM-based numeric specializer for scientific Python code.
small auto-grad engine inspired from Karpathy's micrograd and PyTorch
CS3100: Paradigms of Programming at CSE IITM (Monsoon 2020)
tutorials about polyhedral compilation.
Machine Learning Compiler Road Map