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.

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ML Universal Guides