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Machine Learning 101 for PMs by Waymo Product Leader

The Product Podcast

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How to Ensure the Quality of Your Model Data

How representative your training data is ultimately dictates how generalizable the output is to the population you and of making claims about. So testing your model or firs, how it performs an unseen data to avoid overfitting or conforming into just the sliver of data that you'll be predicting on. To assess the quality of your model data, scientists will do something called cross validation. And then finally, you'll deploy a model which needs to be able to be consistently helping the business every week, every day, every month.

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