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Debus, Charlotte and Rüttgers, Alexander (2020) HDS-LEE Course on Hyperparameter Optimization. In: HDS-LEE Hyperparameter Optimization Course. HDS-LEE Hyperparameter Optimization Course, 2020-11-13, virtuell.
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Abstract
Part I: Theory - Basics of Hyperparameter Optimization - Exhausive Searches - Surrogate-based Optimization, Sequential Model-based Optimization and Bayesian Inference - Evolutionary Strategies Part II: Hands-on programming session "Hyperparameter Optimization for Improving Neural Networks" - Manual hyperparameter optimization of a Keras regression model - Machine-assisted optimization of the Keras model using Talos - Good practice guidelines for hyperparameter tuning.
| Item URL in elib: | https://elib.dlr.de/139402/ | ||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||
| Title: | HDS-LEE Course on Hyperparameter Optimization | ||||||||||||
| Authors: |
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| Date: | 2020 | ||||||||||||
| Journal or Publication Title: | HDS-LEE Hyperparameter Optimization Course | ||||||||||||
| Refereed publication: | No | ||||||||||||
| Open Access: | Yes | ||||||||||||
| Gold Open Access: | No | ||||||||||||
| In SCOPUS: | No | ||||||||||||
| In ISI Web of Science: | No | ||||||||||||
| Status: | Published | ||||||||||||
| Keywords: | neural network, machine learning, hyperparameter optimization | ||||||||||||
| Event Title: | HDS-LEE Hyperparameter Optimization Course | ||||||||||||
| Event Location: | virtuell | ||||||||||||
| Event Type: | Workshop | ||||||||||||
| Event Date: | 13 November 2020 | ||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||
| HGF - Program: | Space | ||||||||||||
| HGF - Program Themes: | Space System Technology | ||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||
| DLR - Program: | R SY - Space System Technology | ||||||||||||
| DLR - Research theme (Project): | R - Vorhaben SISTEC (old) | ||||||||||||
| Location: | Köln-Porz | ||||||||||||
| Institutes and Institutions: | Institut of Simulation and Software Technology > High Performance Computing Institute of Software Technology | ||||||||||||
| Deposited By: | Rüttgers, Dr. Alexander | ||||||||||||
| Deposited On: | 14 Dec 2020 09:17 | ||||||||||||
| Last Modified: | 24 Apr 2024 20:40 |
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