mlr3pipelines

mlr3pipelines-package

<img src="figures/logo.png?package=mlr3pipelines&version=0.7.0" style="float: right" alt="logo" width="120">
Dataflow programming toolkit that enriches 'mlr3' with a diverse set of pipelining operators ('PipeOps') that can be composed into graphs. Operations exist for data preprocessing, model fitting, and ensemble learning. Graphs can themselves be treated as 'mlr3' 'Learners' and can therefore be resampled, benchmarked, and tuned.

Dataflow programming toolkit that enriches 'mlr3' with a diverse
set of pipelining operators ('PipeOps') that can be composed into graphs.
Operations exist for data preprocessing, model fitting, and ensemble
learning. Graphs can themselves be treated as 'mlr3' 'Learners' and can
therefore be resampled, benchmarked, and tuned.

Martin Binder

Preprocessing Operators and Pipelines for 'mlr3'

Florian Pfisterer

Lennart Schneider

Bernd Bischl

Michel Lang

Sebastian Fischer

Susanne Dandl

Keno Mersmann

Maximilian Mücke

mlr3pipelines-package function

Maintainer: Martin Binder <a href="/link/mlr.developer%40mb706.com?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::mlr.developer@mb706.com">mlr.developer@mb706.com</a>
Authors:<ul>
<li>Florian Pfisterer <a href="/link/pfistererf%40googlemail.com?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::pfistererf@googlemail.com">pfistererf@googlemail.com</a> (<a href="https://orcid.org/0000-0001-8867-762X">ORCID</a>)</li>
<li>Lennart Schneider <a href="/link/lennart.sch%40web.de?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::lennart.sch@web.de">lennart.sch@web.de</a> (<a href="https://orcid.org/0000-0003-4152-5308">ORCID</a>)</li>
<li>Bernd Bischl <a href="/link/bernd_bischl%40gmx.net?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::bernd_bischl@gmx.net">bernd_bischl@gmx.net</a> (<a href="https://orcid.org/0000-0001-6002-6980">ORCID</a>)</li>
<li>Michel Lang <a href="/link/michellang%40gmail.com?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::michellang@gmail.com">michellang@gmail.com</a> (<a href="https://orcid.org/0000-0001-9754-0393">ORCID</a>)</li>
<li>Sebastian Fischer <a href="/link/sebf.fischer%40gmail.com?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::sebf.fischer@gmail.com">sebf.fischer@gmail.com</a> (<a href="https://orcid.org/0000-0002-9609-3197">ORCID</a>)</li>
<li>Susanne Dandl <a href="/link/dandl.susanne%40googlemail.com?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::dandl.susanne@googlemail.com">dandl.susanne@googlemail.com</a></li>
</ul>Other contributors:<ul>
<li>Keno Mersmann <a href="/link/keno.mersmann%40gmail.com?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::keno.mersmann@gmail.com">keno.mersmann@gmail.com</a> [contributor]</li>
<li>Maximilian Mücke <a href="/link/muecke.maximilian%40gmail.com?package=mlr3pipelines&version=0.7.0" data-mini-rdoc="mlr3pipelines::muecke.maximilian@gmail.com">muecke.maximilian@gmail.com</a> (<a href="https://orcid.org/0009-0000-9432-9795">ORCID</a>) [contributor]</li>
</ul>

Author

<img src='figures/logo.png' style='float: right' alt='logo' width='120' />
Dataflow programming toolkit that enriches 'mlr3' with a diverse set of pipelining operators ('PipeOps') that can be composed into graphs. Operations exist for data preprocessing, model fitting, and ensemble learning. Graphs can themselves be treated as 'mlr3' 'Learners' and can therefore be resampled, benchmarked, and tuned.

mlr3pipelines: Preprocessing Operators and Pipelines for 'mlr3' — mlr3pipelines-package

Maintainer: Martin Binder <a href='mailto:mlr.developer@mb706.com'>mlr.developer@mb706.com</a>
Authors:<ul>
<li>Florian Pfisterer <a href='mailto:pfistererf@googlemail.com'>pfistererf@googlemail.com</a> (<a href='https://orcid.org/0000-0001-8867-762X'>ORCID</a>)</li>
<li>Lennart Schneider <a href='mailto:lennart.sch@web.de'>lennart.sch@web.de</a> (<a href='https://orcid.org/0000-0003-4152-5308'>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>
<li>Michel Lang <a href='mailto:michellang@gmail.com'>michellang@gmail.com</a> (<a href='https://orcid.org/0000-0001-9754-0393'>ORCID</a>)</li>
<li>Sebastian Fischer <a href='mailto:sebf.fischer@gmail.com'>sebf.fischer@gmail.com</a> (<a href='https://orcid.org/0000-0002-9609-3197'>ORCID</a>)</li>
<li>Susanne Dandl <a href='mailto:dandl.susanne@googlemail.com'>dandl.susanne@googlemail.com</a></li>
</ul>

Other contributors:<ul>
<li>Keno Mersmann <a href='mailto:keno.mersmann@gmail.com'>keno.mersmann@gmail.com</a> [contributor]</li>
<li>Maximilian Mücke <a href='mailto:muecke.maximilian@gmail.com'>muecke.maximilian@gmail.com</a> (<a href='https://orcid.org/0009-0000-9432-9795'>ORCID</a>) [contributor]</li>
</ul>

mlr3pipelines-package: mlr3pipelines: Preprocessing Operators and Pipelines for 'mlr3'

Description

Arguments

Author

See Also