Compare & Select the best model answer
Calculating the Precision, Recall and F1 Score of two models that are built to help the AutoBikerz autonomous driving motorcycle determine when to stop. Make a recommendation on which model AutoBikerz should use.
Answer: The recall model
The Second Model with the high Recall ration, as we concern with reducing the FN
Model 2. The rationale is that the optimizing the stop is more important thus higher Recall.
Model 2 has a higher Recall (0.918 vs. 0.896). In the context of an autonomous driving motorcycle, it is crucial to maximize Recall to ensure that the motorcycle stops in all necessary situations (e.g., stop lights, pedestrians, other vehicles). This reduces the risk of missing critical stopping events, enhancing safety.
Model 2. The reason is that has the higher recall because the consequence of not stopping the bike when it should have are severe