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Hyperparameter Tuning for ML Models

MediumMachine Learning00:00
Amazon
Your interviewer · Machine Learning Engineer
In session
Interviewer

Welcome to your interview for the Machine Learning Engineer role at Amazon.

The question is on your right: Hyperparameter Tuning for ML Models. Take a moment with it first.

Talk your thinking through with me if you like - when you're confident, submit your answer and I'll grade it like a real screen. You have three graded attempts to score 7/10 or better.

Only Submit answer is graded - discussion is free practice.

Problem

Scenario

You're comparing several supervised learning models and want a disciplined way to improve performance without overfitting to a validation split.

Question

How do you tune hyperparameters for a machine learning model?