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Debus, Charlotte and Rüttgers, Alexander (2019) Tutorium "Hyperparameter Optimization". Wissensaustausch Workshop Maschinelles Lernen WAW-ML5, 03. - 05. Dez. 2019, Oberpfaffenhofen, Deutschland.
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Abstract
Part I: Theory - Train / development / test sets - Regularization techniques (dropout, L1/L2-regularization) - Optimization algorithms - Batch normalization - Grid search vs. random search vs. Bayesian optimization vs. gradient-based optimization vs. evolutionary optimization Part II: Hands-on "Hyperparameter Optimization for Improving Neural Networks " - Optimization of Jupyter notebooks using the Talos library for Keras - Good practice guidelines for hyperparameter tuning.
| Item URL in elib: | https://elib.dlr.de/132578/ | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Document Type: | Conference or Workshop Item (Lecture) | |||||||||
| Title: | Tutorium "Hyperparameter Optimization" | |||||||||
| Authors: |
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| Date: | December 2019 | |||||||||
| Refereed publication: | No | |||||||||
| Open Access: | No | |||||||||
| Gold Open Access: | No | |||||||||
| In SCOPUS: | No | |||||||||
| In ISI Web of Science: | No | |||||||||
| Status: | Published | |||||||||
| Keywords: | Tutorium, Machine Learning | |||||||||
| Event Title: | Wissensaustausch Workshop Maschinelles Lernen WAW-ML5 | |||||||||
| Event Location: | Oberpfaffenhofen, Deutschland | |||||||||
| Event Type: | Workshop | |||||||||
| Event Dates: | 03. - 05. Dez. 2019 | |||||||||
| 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 Institut of Simulation and Software Technology | |||||||||
| Deposited By: | Debus, Charlotte | |||||||||
| Deposited On: | 11 Dec 2019 10:18 | |||||||||
| Last Modified: | 11 Dec 2019 10:18 |
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