How do you evaluate machine learning models?

What are the methods and criteria used to assess the performance of machine learning models? Specifically, how do you determine their accuracy, reliability, and overall effectiveness? Additionally, what metrics or evaluation techniques are commonly employed in this process to ensure that the models meet desired standards and objectives?

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