Question

Imagine that you have come up with an AI based prediction model which has been deployed on the roads to check traffic jams. Now, the objective of the model is to predict whether there will be a traffic jam or not. Now, to understand the efficiency of this model, we need to check if the predictions which it makes are correct or not. Thus, there exist two conditions which we need to ponder upon: Prediction and Reality. Traffic Jams have become a common part of our lives nowadays. Living in an urban area means you have to face traffic each and every time you get out on the road. Mostly, school students opt for buses to go to school. Many times, the bus gets late due to such jams and the students are not able to reach their school on time. Considering all the possible situations make a Confusion Matrix for the above situation. Select the correct answer from above options

Answer 1

Case 1: Is there a traffic Jam? Prediction: Yes Reality: Yes True Positive Case 2: Is there a traffic Jam? Prediction: No Reality: No True Negative Case 3: Is there a traffic Jam? Prediction: Yes Reality: No False Positive Case 4: Is there a traffic Jam? Prediction: No Reality: Yes False Negative Confusion Matrix Reality Yes No Prediction Yes True Positive False Positive No False Negative True Negative