Marius Lindauer
@lindauermarius
Full Professor of ML & #AutoML at @UniHannover. #ERC Grant Holder. mlindauer.bsky.social
ID: 1049562817240674304
https://www.ai.uni-hannover.de/ 09-10-2018 07:30:50
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Why do Raghu Rajan and me always show up with the same poster? In better news: >10% of the Future of AI is AutoRL (at least according to the fact that us 2 out of 19 are tackling it). Super happy to be selected to present here in Aachen! ✨
In our #NeurIPS2023 paper "PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning", we propose PriorBand a new efficient and practical #HPO method that combines expert priors and multi-fidelity optimization. With Neeratyoy Mallik, Carl Hvarfner, Eddie Bergman,
Marcel Hussing I don't think it's common in the RL community just yet, but in AutoML we've started using RL for hyperparameter optimization. Here are a few target algorithms for which that has worked pretty well so far (e.g. planning or EAs): github.com/automl/dacbench
Have you run an AutoML system and realized that the produced ML model does not satisfy your constraints, e.g. fairness or inference time? @ziamurai, Marius Lindauer, and I propose constraint-aware AutoML to save your day. It shorturl.at/irszL was accepted for the VLDB J.
The #AutoMLFallSchool 2023 started in Munich this morning. Thanks to SLDS / Bernd Bischl Matthias Feurer and Marcel Wever for being in charge of the organization. For further news on the fall school and other #AutoML events, follow me on LinkedIn linkedin.com/in/mlindauer/