Also see our YouTube channel!
Invited Talk in MSR Speaker Series on Directions in ML: AutoML and Automating Algorithms
by Frank Hutter
Invited Talk at PPSN workshop on Understanding Machine Learning and Optimization Problems (UMLOP): Towards Understanding Automated Deep Learning
by Marius Lindauer
Invited Talk in AutoML seminar: Neural Architecture Search: Coming of Age
by Frank Hutter
Keynote at KDD 2020 workshop on AutoML: Towards Robust & Efficient AutoML
by Frank Hutter
L3S Invited Talk: Evolution of AutoML: From Static to Dynamic
by Marius Lindauer
PPSN’20/IJCAI’20 Tutorial: Algorithm Configuration: Challenges, Methods and Perspectives
by Andre Biendenkapp and Marius Lindauer
ECML’19 Summer School: Lectures + Hands-on about AutoML
by Matthias Feurer and Frank Hutter
- Slides Part 1 (General AutoML, HPO and Meta-Learning, Matthias)
- Slides Part 2 (NAS, Frank)
- Video Part 2 (NAS, Frank) (sorry, in minutes 9-20, the video is stuck, only the audio is fine; from 20:16 onwards, everything is fine again)
Tutorial on Automated Machine Learning at GCPR’19
by Matthias Feurer and Thomas Elsken
- Slides Part 1 (General AutoML, HPO and Meta-Learning, Matthias)
- Slides Part 2 (NAS and Meta-Learning, Thomas)
Tutorial on Meta-Learning at CVPR’19
by N. Naik, N. Keskar, C. Finn, F. Hutter, R. Socher, R. Raskar
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