PayPal Interview Question | Classification Model

Question

You are given a data set based on the cancer detection results. You’ve built a classification model and achieved an accuracy of 95%.

Are you satisfied with the performance? If not, suggest a way to improve it.

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Dhruv2301 55 years 1 Answer 624 views Great Grand Master 0

Answer ( 1 )

  1. In use cases like cancer detection, fraud detection, accuracy cannot be a good performance metrics to evaluate a model’s performance. Even though we have achieved 95% accuracy, it may happen that the data can be imbalanced.
    Hence, precision, recall and F1 score can be used as performance metrics in such cases.

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