Model Performance Comparison

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Top Performing Model

Linear Regression

Model Performance Metrics

Model NMAE NRMSE MAPE Accuracy
ARIMA 0.0014 0.0026 0.14% 99.9%
LINEAR_REGRESSION 0.0014 0.0022 0.14% 99.9%
LSTM 0.0115 0.0149 1.12% 98.9%
RNN 0.0022 0.0034 0.21% 99.8%

Pro-Tip: Accuracy is calculated based on (1 - Mean Absolute Percentage Error) over historical predictions.

Training History (MLflow Tracking)

Training Time (IST) ⓘ Run Name Model Type RMSE Accuracy Status
14 Mar 2026, 02:32 AM RNN RNN 557.938982
99.4%
FINISHED
14 Mar 2026, 02:31 AM LSTM LSTM 817.953115
99.1%
FINISHED
14 Mar 2026, 02:31 AM LinearRegression Linear Regression 471.567173
99.5%
FINISHED
14 Mar 2026, 02:31 AM ARIMA ARIMA 3698.779031
95.7%
FINISHED