mlr3hyperband

mlr3hyperband-package

<img src="figures/logo.png?package=mlr3hyperband&version=1.1.1" style="float: right" alt="logo" width="120">
Successive Halving (Jamieson and Talwalkar (2016) tools:::Rd_expr_doi("10.48550/arXiv.1502.07943")) and Hyperband (Li et al. 2018 tools:::Rd_expr_doi("10.48550/arXiv.1603.06560")) optimization algorithm for the mlr3 ecosystem. The implementation in mlr3hyperband features improved scheduling and parallelizes the evaluation of configurations. The package includes tuners for hyperparameter optimization in mlr3tuning and optimizers for black-box optimization in bbotk.

Successive Halving (Jamieson and Talwalkar (2016)
<doi:10.48550/arXiv.1502.07943>) and Hyperband (Li et al. 2018
<doi:10.48550/arXiv.1603.06560>) optimization algorithm for the mlr3
ecosystem. The implementation in mlr3hyperband features improved
scheduling and parallelizes the evaluation of configurations. The
package includes tuners for hyperparameter optimization in mlr3tuning
and optimizers for black-box optimization in bbotk.

Marc Becker

Hyperband for 'mlr3'

Sebastian Gruber

Jakob Richter

Julia Moosbauer

Bernd Bischl

mlr3hyperband-package function

Maintainer: Marc Becker <a href="/link/marcbecker%40posteo.de?package=mlr3hyperband&version=1.1.1" data-mini-rdoc="mlr3hyperband::marcbecker@posteo.de">marcbecker@posteo.de</a> (<a href="https://orcid.org/0000-0002-8115-0400">ORCID</a>)
Authors:<ul>
<li>Marc Becker <a href="/link/marcbecker%40posteo.de?package=mlr3hyperband&version=1.1.1" data-mini-rdoc="mlr3hyperband::marcbecker@posteo.de">marcbecker@posteo.de</a> (<a href="https://orcid.org/0000-0002-8115-0400">ORCID</a>)</li>
<li>Sebastian Gruber <a href="/link/gruber_sebastian%40t-online.de?package=mlr3hyperband&version=1.1.1" data-mini-rdoc="mlr3hyperband::gruber_sebastian@t-online.de">gruber_sebastian@t-online.de</a> (<a href="https://orcid.org/0000-0002-8544-3470">ORCID</a>)</li>
<li>Jakob Richter <a href="/link/jakob1richter%40gmail.com?package=mlr3hyperband&version=1.1.1" data-mini-rdoc="mlr3hyperband::jakob1richter@gmail.com">jakob1richter@gmail.com</a> (<a href="https://orcid.org/0000-0003-4481-5554">ORCID</a>)</li>
<li>Julia Moosbauer <a href="/link/ju.moosbauer%40googlemail.com?package=mlr3hyperband&version=1.1.1" data-mini-rdoc="mlr3hyperband::ju.moosbauer@googlemail.com">ju.moosbauer@googlemail.com</a> (<a href="https://orcid.org/0000-0002-0000-9297">ORCID</a>)</li>
<li>Bernd Bischl <a href="/link/bernd_bischl%40gmx.net?package=mlr3hyperband&version=1.1.1" data-mini-rdoc="mlr3hyperband::bernd_bischl@gmx.net">bernd_bischl@gmx.net</a> (<a href="https://orcid.org/0000-0001-6002-6980">ORCID</a>)</li>
</ul>

Author

<img src='figures/logo.png' style='float: right' alt='logo' width='120' />
Successive Halving (Jamieson and Talwalkar (2016) tools:::Rd_expr_doi("10.48550/arXiv.1502.07943")) and Hyperband (Li et al. 2018 tools:::Rd_expr_doi("10.48550/arXiv.1603.06560")) optimization algorithm for the mlr3 ecosystem. The implementation in mlr3hyperband features improved scheduling and parallelizes the evaluation of configurations. The package includes tuners for hyperparameter optimization in mlr3tuning and optimizers for black-box optimization in bbotk.

mlr3hyperband: Hyperband for 'mlr3' — mlr3hyperband-package

Maintainer: Marc Becker <a href='mailto:marcbecker@posteo.de'>marcbecker@posteo.de</a> (<a href='https://orcid.org/0000-0002-8115-0400'>ORCID</a>)
Authors:<ul>
<li>Marc Becker <a href='mailto:marcbecker@posteo.de'>marcbecker@posteo.de</a> (<a href='https://orcid.org/0000-0002-8115-0400'>ORCID</a>)</li>
<li>Sebastian Gruber <a href='mailto:gruber_sebastian@t-online.de'>gruber_sebastian@t-online.de</a> (<a href='https://orcid.org/0000-0002-8544-3470'>ORCID</a>)</li>
<li>Jakob Richter <a href='mailto:jakob1richter@gmail.com'>jakob1richter@gmail.com</a> (<a href='https://orcid.org/0000-0003-4481-5554'>ORCID</a>)</li>
<li>Julia Moosbauer <a href='mailto:ju.moosbauer@googlemail.com'>ju.moosbauer@googlemail.com</a> (<a href='https://orcid.org/0000-0002-0000-9297'>ORCID</a>)</li>
<li>Bernd Bischl <a href='mailto:bernd_bischl@gmx.net'>bernd_bischl@gmx.net</a> (<a href='https://orcid.org/0000-0001-6002-6980'>ORCID</a>)</li>
</ul>

mlr3hyperband-package: mlr3hyperband: Hyperband for 'mlr3'

Description

Arguments

Author

See Also