Our slide packages are licensed under Creative Commons Attribution 3.0 Unported License.
New Events
- CVPR 2019 Tutorial on Meta-Learning; slides for the part on Bayesian optimization
- ICML 2019 Tutorial on Algorithm Configuration: slides
- 6th ICML Workshop on Automated Machine Learning
- 7th COSEAL workshop in Potsdam (Germany)
Workshops
AutoML Workshops
- AutoML Workshop at ICML 2019
- AutoML Workshop at ICML 2018
- AutoML Workshop at ECMLPKDD 2017
- AutoML Workshop at ICML 2017
- AutoML workshop at ICML 2016
- AutoML workshop at ICML 2015
- AutoML workshop at ICML 2014
Meta-Learning Workshops
COSEAL Workshops
Tutorials and Invited Talks
Algorithm configuration: learning in the space of algorithm designs at ICML’19
by Kevin Leyton-Brown and Frank Hutter
Algorithm selection key-note talk and hands-on AutoML at AMIR’19
by Marius Lindauer
AutoML tutorial at NeurIPS 2018
by Frank Hutter and Joaquin Vanschoren
- Slides Parts 1+2 (HPO and NAS, Frank)
- Slides Part 3 (Meta Learning, Joaquin)
- Recordings
- NeurIPS event page
AutoML tutorial at ODSC 2018 in London
by Marius Lindauer
AutoML tutorial at ECML 2017
by Joaquin Vanschoren, Pavel Brazdil, Holger Hoos and Frank Hutter
Towards true end-to-end learning & optimization, Invited Talk at ECML-PKDD’17
by Frank Hutter
Automatic SAT Solver configuration with SMAC, Tutorial at SAT Industrial Day 2016
by Marius Lindauer
Algorithm Configuration: How to boost the performance of your SAT solver? Tutorial at SAT Summer School 2016
by Marius Lindauer
Machine Learning and Optimization for Algorithm Design, Winter Term’15
by Marius Lindauer, Mustafa Misir and Frank Hutter
- Course Page
- Slides available upon request
Algorithm Configuration — A Hands on Tutorial, Tutorial at AAAI’16
by Frank Hutter and Marius Lindauer
In this hands-on tutorial, we will demonstrate how to effectively use algorithm con guration in practice. Attendees do not require any specialized knowledge and will walk away with hands-on experience in con figuring various algorithms that will allow them to apply algorithm con guration in their respective fields of research.
Programming by Optimization: A Practical Paradigm for Computer-Aided Algorithm Design, Tutorial at AAAI’14
by Holger Hoos, Frank Hutter and Kevin Leyton-Brown
Programming by Optimization: A Practical Paradigm for Computer-Aided Algorithm Design, Tutorital at IJCA’13
by Holger Hoos, Frank Hutter and Kevin Leyton-Brown
Algorithm Selection and Configuration, Tutorial at AAAI’13
by Frank Hutter, Lars Kotthoff, Yuri Malitsky, Barry O’Sullivan, and Lin Xu