Description: Implement ML-based predictive alerts for price movements, volatility spikes, and potential market reversals with confidence scoring.
Difficulty: Hard
Acceptance Criteria:
- Price movement prediction (next 1h, 4h, 24h)
- Volatility spike prediction
- Market reversal early warnings
- Trend continuation probability scoring
- Anomalous order flow detection (early)
- Liquidity crisis early warning
- Correlation breakdowns (pairs trading)
- Confidence scoring (0-1.0)
- Alert delivery (email, SMS, push, webhook)
- Alert performance tracking (hit rate, ROI)
Estimated Effort: 1,400 lines of code
- 4 services (prediction engine, alert generator, delivery, analytics)
- 3 entities (predictions, alerts, performance tracking)
- LSTM/Prophet models for time series
- 30+ tests
- Backtesting on historical data
Description: Implement ML-based predictive alerts for price movements, volatility spikes, and potential market reversals with confidence scoring.
Difficulty: Hard
Acceptance Criteria:
Estimated Effort: 1,400 lines of code