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Travel Cost Estimator

Upgrade: ML Budget Predictor + GA Itinerary Optimizer

ML Budget Predictor

Simulated ML-style prediction with confidence interval, breakdown, and model comparison.

Trip Parameters
PREDICTED TOTAL
₹57,965
95% confidence interval range
Season Factor 1.30x
Weekend Factor 1.07x
Cost Breakdown
Model Comparison
ModelPredictionR²MAE
Linear Regression₹57,9650.78₹4,250
Ridge Regression₹57,9650.81₹3,980
Random Forest₹57,9650.89₹2,870
Gradient Boosting₹57,9650.91₹2,540
Stacked Ensemble₹57,9650.94₹2,110
Highlighted row indicates best model (highest R² and lowest MAE).
Prefer a full-page optimizer view? Go to /estimator/optimizer