The Open Source Data Science Masters

Carefully curated resource links for data science in one place

Data science interview questions and answers

Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.

A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.

500 AI Machine learning Deep learning Computer vision NLP Projects with code

MlFinLab helps portfolio managers and traders who want to leverage the power of machine learning by providing reproducible, interpretable, and easy to use tools.

FinRL: Financial Reinforcement Learning. 🔥

The Open Source Feature Store for Machine Learning

Graph Machine Learning course, Xavier Bresson, 2023

A curated list of awesome libraries, packages, strategies, books, blogs, tutorials for systematic trading.

Probabilistic Sharpe Ratio example in Python (by Marcos López de Prado)

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

Modern Time Series Forecasting with Python, published by Packt

Serve, optimize and scale PyTorch models in production

All of the figures and notebooks for my deep learning book, for free!

Summaries and resources for Designing Machine Learning Systems book (Chip Huyen, O'Reilly 2022)

This repo is meant to serve as a guide for Machine Learning/AI technical interviews.

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.

Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

Fiddler Auditor is a tool to evaluate language models.

Machine Learning in Asset Management (by @firmai)

Sample files to accompany the FT's Chart Doctor column

An Open-Source Framework for Prompt-Learning.

Toolkit for creating, sharing and using natural language prompts.

PyTorch implementations of Generative Adversarial Networks.

A curated list of references for MLOps