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player-archetypes

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Tim-tran1406 / football-tactical-fingerprint

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ML pipeline that clusters 14k+ players into 7 tactical archetypes using PCA + K-Means (silhouette: 0.374). Deployed as an interactive Streamlit app + RAG agent using Groq LLM that answers natural language scouting queries.

python data-science machine-learning sports pca unsupervised-learning kmeans-clustering ai-agents groq football-analytics streamlit fbref llm rag-chatbot tactical-analysis player-archetypes
  • Updated May 1, 2026
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