Machine Learning Guides

Simple step-by-step walkthroughs to solve common machine learning problems using best practices.

Rules of ML

Become a better machine learning engineer by following these machine learning best practices used at Google. This compendium of 43 rules provides guidance on when to use machine learning to solve a problem, how to deploy a machine learning pipeline, how to launch and maintain a machine learning system, and what to do when your system reaches a plateau.

Text classification

This comprehensive guide provides a walkthrough to solving text classification problems using machine learning. Learn the high-end workflow for text classification, how to choose the right model for your problem, and how to implement your model using TensorFlow.

More guides are on the way. Check back soon for new content!

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ML Universal Guides