Part 2: Abstractions, Design, and Testing

Hyperparameter Optimization

Author: Makoto Hiramatsu

This chapter gives a basic tutorial for optimizing the hyperparameters of your model, using Optuna as an example.

1Why hyperparameters matter

2Hyperparameter optimizers

3The CNN classifier to be tuned

4Selecting and converting the hyperparameters

5Running hyperparameter optimization with Optuna

6Pruning poor performing trials

7Working with Optuna Outputs

8For further information