Automated Deep Learning meets High-Performance Computing The 3rd international Metaheuristics Summer School – MESS 2024 – (https://www.ants-lab.it/mess2024/) is aimed at qualified … More
Category: Benchmarking
More than 10 000 Accesses: “Hyperparameter Tuning for Machine and Deep Learning” Book
This open access book provides a wealth of hands-on examples that illustrate how hyperparameter tuning can be applied in practice … More
Another Successful PhD Defense: Frederik Rehbach on “Enhancing Surrogate-Based-Optimization Through Parallelization“
The work introduced a rigorous benchmarking framework that allows for an in-depth comparison of parallel algorithms. It covered two distinct … More
Open Access Book “Hyperparameter Tuning for Machine and Deep Learning with R” is finally published
The book “Hyperparameter Tuning for Machine and Deep Learning with R – A Practical Guide” is finally published. The content is … More
Analysis of Evolutionary Computation Methods: Theory, Empirics, and Real-World Applications
Special session on Analysis of Evolutionary Computation Methods: Theory, Empirics, and Real-World Applicationsorganized by Thomas Bartz-Beielstein, Carola Doerr, and Christine … More
Invited Talk @GECCO: Hyperparameter Tuning for Machine and Deep Learning with R
Thomas Bartz-Beielstein will present some ideas from the book “Hyperparameter Tuning for Machine and Deep Learning with R – A … More
SPOT 2.11.10 is on CRAN
Sequential Parameter Optimization Toolbox A set of tools for model-based optimization and tuning of algorithms (hyperparameter tuning respectively hyperparameter optimization). … More
SPOT Updates on CRAN
Version: 2.8.2 of the Sequential Parameter Optimization Toolbox is available on CRAN. SPOT is set of tools for model-based optimization … More
CFP: evoapps – special session on “Analysis of Evolutionary Computation Methods: Theory, Empirics, and Real-world Applications”
Theory, empirics, and practice are often considered in isolation in our research community. However, recent work has demonstrated that collaboration … More
Benchmarking and Experimentation: Pitfalls and Best Practices. Tutorial CEC 2021. Slides can be downloaded
The PDF version of the CEC21 tutorial slides (Mike Preuss, Boris Naujoks, Thomas Bartz-Beielstein) can be downloaded here: https://www.spotseven.de/new-publications/