feat: Add core trading modules for risk management, backtesting, and execution algorithms, alongside a new ML transparency widget and related frontend dependencies.
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@@ -75,6 +75,10 @@ The Autopilot feature provides autonomous trading signal generation with two dis
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- ✅ Optimizes strategy selection
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- ✅ Market condition analysis
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- ✅ Performance tracking and learning
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- ✅ **Online Learning**: Continuously improves from live trading data
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- ✅ **Confidence Calibration**: Accurate confidence scores using Platt scaling/isotonic regression
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- ✅ **Model Explainability**: SHAP values for understanding model decisions
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- ✅ **Advanced Regime Detection**: HMM/GMM-based market regime classification
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**Tradeoffs**:
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- ❌ Requires training data (needs historical trades)
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