IEEE

An Approach to Truck Driving Risk Identification: A Machine Learning Method Based on Optuna Optimization

Abstract: In order to provide safe development of road freight traffic, this paper proposes a truck driving risk identification method based on Optuna optimization of machine learning model. First, ...
IEEE

Optimized Breast Cancer Classification Using PCA-LASSO Feature Selection and Ensemble Learning Strategies With Optuna Optimization

Abstract: Breast cancer is one of the most prevalent and life-threatening diseases among women worldwide, making early and accurate detection crucial for effective treatment. This study presents a ...
GitHub

Optuna Examples

This page contains a list of example codes written with Optuna. If you are interested in a quick start of Optuna Dashboard with in-memory storage, please take a look at this example. Objective ...
GitHub

A Fast Library for Automated Machine Learning & Tuning

🔥 FLAML supports AutoML and Hyperparameter Tuning in Microsoft Fabric Data Science. In addition, we've introduced Python 3.11 support, along with a range of new estimators, and comprehensive ...
Frontiers

Advanced hyperspectral image processing and machine learning approaches for early detection of wheat stem rust

1 Peter the Great St. Petersburg Polytechnic University, Saint Petersburg, Russia 2 All-Russian Institute of Plant Protection, Saint Petersburg, Russia However, despite rapid methodological advances, ...