Basics of Syne Tune

This tutorial provides a first overview of Syne Tune. You will learn about the most important concepts of automated hyperparameter tuning, and how to make it work for your setup.

Note

In order to run the code coming with this tutorial, you need to have installed Syne Tune from source.

• Concepts and Terminology
• Setting up the Problem
• Random Search
• Bayesian Optimization
• Asynchronous Successive Halving and Hyperband
• Model-Based Asynchronous Successive Halving
• Promotion-based Scheduling
• SageMaker Backend
• Outlook