[HARD] Build Ensemble Forecaster Combining ARIMA + XGBoost + LSTM

[ssndb134]

Description:
Develop an ensemble model that merges predictions from all base models.

Acceptance Criteria:

• Produce blended prediction and save to models/ensemble.pkl.
• Save comparison chart → plots/ensemble_compare.png.
• Must improve upon individual models in validation metrics.