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tabnet: Fit 'TabNet' Models for Classification and Regression

Implements the 'TabNet' model by Sercan O. Arik et al. (2019) <doi:10.48550/arXiv.1908.07442> with 'Coherent Hierarchical Multi-label Classification Networks' by Giunchiglia et al. <doi:10.48550/arXiv.2010.10151> and provides a consistent interface for fitting and creating predictions. It's also fully compatible with the 'tidymodels' ecosystem.

Version: 0.5.0
Depends: R (≥ 3.6)
Imports: torch (≥ 0.4.0), hardhat (≥ 1.3.0), magrittr, progress, rlang, methods, dplyr, tibble, tidyr, coro, vctrs, zeallot
Suggests: testthat (≥ 3.0.0), data.tree, Matrix, modeldata, recipes, rsample, parsnip, dials, withr, knitr, rmarkdown, vip, tidyverse, ggplot2, purrr, stringr, tune, workflows, yardstick
Published: 2023-12-05
Author: Daniel Falbel [aut], RStudio [cph], Christophe Regouby [cre, ctb], Egill Fridgeirsson [ctb], Philipp Haarmeyer [ctb], Sven Verweij ORCID iD [ctb]
Maintainer: Christophe Regouby <christophe.regouby at free.fr>
BugReports: https://github.com/mlverse/tabnet/issues
License: MIT + file LICENSE
URL: https://mlverse.github.io/tabnet/, https://github.com/mlverse/tabnet
NeedsCompilation: no
Materials: README NEWS
CRAN checks: tabnet results

Documentation:

Reference manual: tabnet.pdf
Vignettes: Hierarchical Classification
pretrain from dataset with missing-values
Interpretation tools
Self-supervised training and fine-tuning
Fitting tabnet with tidymodels

Downloads:

Package source: tabnet_0.5.0.tar.gz
Windows binaries: r-devel: tabnet_0.5.0.zip, r-release: tabnet_0.5.0.zip, r-oldrel: tabnet_0.5.0.zip
macOS binaries: r-release (arm64): tabnet_0.5.0.tgz, r-oldrel (arm64): tabnet_0.5.0.tgz, r-release (x86_64): tabnet_0.5.0.tgz, r-oldrel (x86_64): tabnet_0.5.0.tgz
Old sources: tabnet archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=tabnet to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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