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Causal ML for Swiss aFRR price spike prediction — German wind forecast errors → unplanned loop flows → balancing cost spikes. XGBoost + SHAP + MLflow + Databricks + Airflow pipeline with PSI drift monitoring and champion/challenger retraining.

  • Updated Mar 15, 2026
  • Python

A self-healing text classification pipeline built with LangGraph and a fine-tuned DistilBERT (LoRA) model. The system uses prediction confidence to decide whether to accept, reject, or trigger a fallback (user clarification or alternative strategy). Designed with a clean CLI, structured logging, and human-in-the-loop reliability. Demo video:

  • Updated Nov 1, 2025
  • Python

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