A curated collection of tools, papers, and learning materials I find valuable in sports data science, machine learning, and AI.

Tools & Libraries

Machine Learning

Scikit-learn PyTorch LangChain

Data Analysis

Pandas Polars

Visualisation

Matplotlib Seaborn Plotly

Learning Resources

Courses

Fast.ai Coursera ML Specialisation

Books

Hands-On Machine Learning by Aurélien Géron
Deep Learning by Goodfellow, Bengio & Courville

Sports Analytics

Communities

Sloan Conference Sports Analytics World Series

Datasets

Kaggle Sports Datasets StatsBomb Open Data

LLM & AI Research

Papers

Arxiv cs.CL Papers With Code

Tools

OpenAI API Anthropic Claude Google Gemini

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