Stars
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch and FLAX.
This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and cont…
Supercharge Your LLM Application Evaluations 🚀
Visual analysis and diagnostic tools to facilitate machine learning model selection.
State-of-the-Art Text Embeddings
CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
🦜🔗 Build context-aware reasoning applications
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
I am trying to describe complex matters in simple doodles!
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems"
RSTutorials: A Curated List of Must-read Papers on Recommender System.
https://liuzhenglaichn.gitbook.io/systemdesign/
The book Distributed systems: for fun and profit
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
Implementation of basic mathematical pattern recognition/machine learning techniques for fun
System design patterns for machine learning
**Official** 李宏毅 (Hung-yi Lee) 機器學習 Machine Learning 2022 Spring
Mathematical derivation and pure Python code implementation of machine learning algorithms.
Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.