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BarçaBrain

Vector search for player similarity. Find players like Pedri in milliseconds.

FAISSPCAVector SearchStreamlit

Player Intelligence

Player Comparison

Pedri
Similar (87%)
PassingDribblingShootingDefendingPaceVision

Tactical Clusters (UMAP)

5,000+ players
PlaymakersBox-to-BoxBall WinnersDeep PlaymakersQuery: Pedri
Playmakers
Box-to-Box
Ball Winners
Deep Playmakers

Embedding Pipeline

Match EventsOpta/StatsBomb
Features80 metrics
EmbeddingsPCA → 24D
k-NN SearchFAISS
5K+
Players Indexed
<100ms
Query Latency
24D
Embedding Dims
95%
Variance Retained
Personal Project