PROGRESS_REPORT.md

# 📊 Training Progress Report

## Current Status: 🔄 ACTIVE

**Last Updated:** $(date)

### Overall Progress

| Model | Status | Progress | Best Score |
|-------|--------|----------|------------|
| **XGBoost** | 🔄 In Progress | 295/300 trials (98.3%) | 0.842463 |
| **CatBoost** | ⏳ Waiting | 0/300 trials (0%) | - |
| **LightGBM** | ⏳ Waiting | 0/300 trials (0%) | - |

### Current Details

- **Container:** Running (Up 6+ hours)
- **CPU Usage:** 100% (actively training)
- **Memory:** 300MB / 1.8GB (normal)
- **Best Score Found:** 0.842463
- **Current Trial:** 295/300 for XGBoost

### Timeline

**XGBoost Optimization:**
- ✅ Started: ~6 hours ago
- 🔄 Current: Trial 295/300
- ⏱️ Remaining: ~5-10 minutes
- 📊 Progress: 98.3% complete

**Next Steps:**
1. XGBoost will finish in ~5-10 minutes
2. CatBoost will start automatically (~2-3 hours)
3. LightGBM will start after CatBoost (~1-1.5 hours)
4. Final evaluation and ensemble optimization

### Estimated Completion Time

- **XGBoost:** ~5-10 minutes remaining
- **CatBoost:** ~2-3 hours (after XGBoost completes)
- **LightGBM:** ~1-1.5 hours (after CatBoost completes)
- **Final Evaluation:** ~15 minutes
- **Total Remaining:** ~3.5-5 hours

### What's Happening Now

The model is:
- ✅ Testing hyperparameter combinations
- ✅ Finding optimal parameters (best score: 0.842463)
- ✅ Using 100% CPU (actively working)
- ✅ Almost done with XGBoost (98.3% complete)

### Improvements Found

- **Best Score:** 0.842463 (improved from initial 0.838024)
- **Best Trial:** Trial 224
- **Optimization:** Balanced accuracy + recall scoring

### Next Check

Run `./check_training.sh` to see updated progress!