optuna.org Email Addresses and Contacts - KazanSEO
Summary
The website is about Optuna, an open-source hyperparameter optimization framework for optimizing machine learning models. It provides code examples, installation guides, a dashboard, blog posts, videos, papers, and a community to help users optimize their model's hyperparameters effectively. The framework supports automating the search for optimal hyperparameters using Python syntax and state-of-the-art algorithms. It also offers features like easily searching large spaces, pruning unpromising trials for faster results, easy parallelization of hyperparameter searches over multiple processes or threads without modifying code. Optuna is framework-agnostic and can be used with popular libraries such as Chainer TensorFlow Keras MXNet scikit-learn LightGBM and others for quick start on optimization problems by defining objective functions and suggesting optimized hyperparameter values using trial objects within studies.