Forecast
12-month occupancy predictions with machine learning
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Forecast Module
The ML-based forecasting service will be integrated in the final deployment phase. This will provide 12-month predictions with confidence intervals using hybrid baseline + deep learning models.
Forecast Features:
- ✓ 12-month prediction horizon
- ✓ P10/P50/P90 confidence intervals
- ✓ Hybrid model (baseline + LSTM for 36+ months of data)
- ✓ Automatic fallback for insufficient data
- ✓ Backtesting & model performance metrics
- ✓ Contract expiration impact analysis