Pinned Repositories
litgpt
20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
deeplearning-models
A collection of various deep learning architectures, models, and tips
LLMs-from-scratch
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
machine-learning-book
Code Repository for Machine Learning with PyTorch and Scikit-Learn
MachineLearning-QandAI-book
Machine Learning Q and AI book
mlxtend
A library of extension and helper modules for Python's data analysis and machine learning libraries.
python-machine-learning-book
The "Python Machine Learning (1st edition)" book code repository and info resource
python-machine-learning-book-2nd-edition
The "Python Machine Learning (2nd edition)" book code repository and info resource
python-machine-learning-book-3rd-edition
The "Python Machine Learning (3rd edition)" book code repository
reasoning-from-scratch
Implement a reasoning LLM in PyTorch from scratch, step by step
rasbt's Repositories
rasbt/LLMs-from-scratch
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
rasbt/deeplearning-models
A collection of various deep learning architectures, models, and tips
rasbt/python-machine-learning-book
The "Python Machine Learning (1st edition)" book code repository and info resource
rasbt/mlxtend
A library of extension and helper modules for Python's data analysis and machine learning libraries.
rasbt/machine-learning-book
Code Repository for Machine Learning with PyTorch and Scikit-Learn
rasbt/reasoning-from-scratch
Implement a reasoning LLM in PyTorch from scratch, step by step
rasbt/LLM-workshop-2024
A 4-hour coding workshop to understand how LLMs are implemented and used
rasbt/watermark
An IPython magic extension for printing date and time stamps, version numbers, and hardware information
rasbt/machine-learning-notes
Collection of useful machine learning codes and snippets (originally intended for my personal use)
rasbt/MachineLearning-QandAI-book
Machine Learning Q and AI book
rasbt/stat451-machine-learning-fs20
STAT 451: Intro to Machine Learning @ UW-Madison (Fall 2020)
rasbt/pycon2024
Tutorial Materials for "The Fundamentals of Modern Deep Learning with PyTorch" workshop at PyCon 2024
rasbt/dora-from-scratch
LoRA and DoRA from Scratch Implementations
rasbt/LLM-finetuning-scripts
rasbt/RAGs
RAGs: Simple implementations of Retrieval Augmented Generation (RAG) Systems
rasbt/rasbt
rasbt/ViT-finetuning-scripts
Vision transformer finetuning scripts
rasbt/build-your-own-x
Master programming by recreating your favorite technologies from scratch.
rasbt/build-nanogpt
Video+code lecture on building nanoGPT from scratch
rasbt/py-args
Python command line tools as productivity supplements for Posix systems
rasbt/gpt-2
Code for the paper "Language Models are Unsupervised Multitask Learners"
rasbt/litdata
Streamline data pipelines for AI. Process datasets across 1000s of machines, and optimize data for blazing fast model training.
rasbt/gpt-neox
An implementation of model parallel autoregressive transformers on GPUs, based on the Megatron and DeepSpeed libraries
rasbt/pytorch-lightning
Deep learning framework to train, deploy, and ship AI products Lightning fast.
rasbt/LitServe
Deploy AI models at scale. High-throughput serving engine for AI/ML models that uses the latest state-of-the-art model deployment techniques.
rasbt/bitsandbytes
8-bit CUDA functions for PyTorch
rasbt/axolotl
Go ahead and axolotl questions
rasbt/test-github-image-rendering
Debug GitHub rendering issues
rasbt/dora
Implementation of DoRA
rasbt/bugreport
A repository to store code examples to reproduce issues for bug reports.