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vehicle-data

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BMW MHD log anomaly detector — a damn useful tool for tuners and enthusiasts. Detects log anomalies using Isolation Forests trained on real driving data with binary features for AFR spikes, throttle faults, and RPM anomalies.

  • Updated Jun 3, 2025
  • Python

A runnable blueprint for high-volume vehicle analytics on a single node - DuckDB/Polars over partitioned Parquet, a query-time delta overlay instead of nightly rebuilds, reproducible benchmarks. No cluster, £0 cloud compute.

  • Updated Aug 4, 2026
  • Python

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