State-of-the-Art Machine Learning Hyperparameter Optimization with Optuna

Optuna is an advanced hyperparameter optimization framework with visualizations for interpretability

Introduction

In this article, we will be discussing Optuna, a hyperparameter optimization software framework, particularly designed for machine learning pipelines. Optuna enables users to adopt state-of-the-art algorithms for sampling hyperparameters and pruning unpromising trials. This helps to speed up optimization time and performance greatly compared to traditional methods such as GridSearch. It also allows users to plot optimization histories for a better understanding …

art data science hyperparameter-tuning learning machine machine learning optimization optuna programming state