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fix: Remove MAPE for dwell time prediction
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kajanan1212 committed Apr 22, 2024
1 parent d39c776 commit 61bb285
Showing 1 changed file with 4 additions and 4 deletions.
8 changes: 4 additions & 4 deletions src/pipeline.py
Original file line number Diff line number Diff line change
Expand Up @@ -243,10 +243,10 @@ def run_exp(
## Results
- Model performance metrics:
| Model | MAE (s) | MAPE (%) | RMSE (s) |
|-------------------------------------|-----------|------------|------------|
| Base model (XGBoost) | {mean_absolute_error(true_predictions, base_model_predictions)} | {mean_absolute_percentage_error(true_predictions, base_model_predictions) * 100} | {root_mean_squared_error(true_predictions, base_model_predictions)} |
| Base model with incremental learning | {mean_absolute_error(true_predictions, model_predictions)} | {mean_absolute_percentage_error(true_predictions, model_predictions) * 100} | {root_mean_squared_error(true_predictions, model_predictions)} |
| Model | MAE (s) | RMSE (s) |
|-------------------------------------|-----------|------------|
| Base model (XGBoost) | {mean_absolute_error(true_predictions, base_model_predictions)} | {root_mean_squared_error(true_predictions, base_model_predictions)} |
| Base model with incremental learning | {mean_absolute_error(true_predictions, model_predictions)} | {root_mean_squared_error(true_predictions, model_predictions)} |
- Average processing time after the batch preparation: {mean(processing_times) * 1000:.3f} ms
"""
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