Learn in Bundled Series
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Hyperband Series - Data Set Subsampling
Optimize the hyperparameters of a Support Vector Machine with Hyperband.
2023-01-16 - Marc Becker, Sebastian Fischer
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Hyperband Series - Iterative Training
Optimize the hyperparameters of an XGBoost model with Hyperband.
2023-01-15 - Marc Becker
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Practical Tuning Series - Tuning and Parallel Processing
Run various jobs in mlr3 in parallel.
2021-03-12 - Marc Becker, Theresa Ullmann, Michel Lang, Bernd Bischl, Jakob Richter, Martin Binder
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Practical Tuning Series - Build an Automated Machine Learning System
Implement a simple automated machine learning system.
2021-03-11 - Marc Becker, Theresa Ullmann, Michel Lang, Bernd Bischl, Jakob Richter, Martin Binder
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Practical Tuning Series - Tune a Preprocessing Pipeline
Build a simple preprocessing pipeline and tune it.
2021-03-10 - Marc Becker, Theresa Ullmann, Michel Lang, Bernd Bischl, Jakob Richter, Martin Binder
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Practical Tuning Series - Tune a Support Vector Machine
Optimize the hyperparameters of a support vector machine.
2021-03-09 - Marc Becker, Theresa Ullmann, Michel Lang, Bernd Bischl, Jakob Richter, Martin Binder
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German Credit Series - Pipelines
Impute missing values, filter features and stack Learners.
2020-03-11 - Martin Binder, Florian Pfisterer
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German Credit Series - Basics
Train different models.
2020-03-11 - Martin Binder, Florian Pfisterer, Michel Lang
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German Credit Series - Tuning
Optimize Hyperparameters and apply nested resampling.
2020-03-11 - Martin Binder, Florian Pfisterer