Pattern Pursuit Challenge: Revised 30-Day Structure

Foundation & Model Development (Days 0-5)

Day 0: ML Baseline
Day 1: Neural Network Foundation
Day 2: Sequence Learning
Day 3: Technical Analysis Integration
Day 4: Volume-Price Dynamics
Day 5: Multi-timeframe Analysis

Market Understanding & Enhancement (Days 6-10)

Day 6: Market Microstructure Analysis (Added)
Day 7: Model Architecture Optimization
Day 8: Cross-Asset Integration
Day 9: Volatility Modeling
Day 10: Market Structure & Liquidity

Market Regime & Adaptation (Days 11-15)

Day 11: Market Regime Detection
Day 12: Sector Rotation Analysis (Added)
Day 13: Market Stress Indicators (Added)
Day 14: Regime-based Model Adaptation
Day 15: Dynamic Feature Selection

Risk & Portfolio Management (Days 16-20)

Day 16: Risk-Aware Prediction
Day 17: Portfolio Constraints (Added)
Day 18: Dynamic Position Sizing (Added)
Day 19: Stop-Loss Optimization (Added)
Day 20: Portfolio Risk Integration

Strategy Development (Days 21-26)

Day 21: Transaction Cost Integration
Day 22: Execution Strategy
Day 23: Multi-task Learning
Day 24: Model Calibration
Day 25: Model Robustness
Day 26: Strategy Integration

Production Development (Days 27-30)

Day 27: Real-time Processing
Day 28: Performance Monitoring
Day 29: Error Recovery & Resilience
Day 30: System Adaptation

Deployment & Integration (Days 31-36)

Day 31: REST API Development
Day 32: Web Application
Day 33: Model Packaging
Day 34: Deployment Infrastructure
Day 35: System Optimization
Day 36: Final Integration