Professional Machine Learning Engineer

By Google · Question Mode

QuestionQ4

Monitoring AI solutions

You work for a magazine distributor and must build a model that predicts which customers will renew their subscriptions in the coming year. Using your company’s historical data as the training set, you created a TensorFlow model and deployed it to AI Platform. You need to identify which customer attribute has the greatest predictive influence for each prediction served by the model. What should you do?

Explanation

AI Explanations returns feature-attribution values for each prediction, quantifying how each input feature affected that individual inference relative to a baseline. The Sampled Shapley method approximates Shapley values for the features contributing to the predicted outcome, making it suitable for identifying the most influential customer attribute per served prediction.

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