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hal9001 vs MLJ.jl

Both stand on statistical analysis software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

hal9001

Free plan LinuxMacWindows

hal9001 provides a focused implementation of highly adaptive lasso regression in R. Its sparse basis construction, multiple input interfaces, and CRAN distribution suit users who can work within its R dependencies.

Visit hal9001

MLJ.jl

Free plan Linux

MLJ.jl brings model selection, composition, evaluation, and tuning into one Julia interface. Its broad model coverage and composable workflows suit users comfortable adding provider packages and working in Julia.

Visit MLJ.jl

The facts

hal9001MLJ.jl
Free planYesYes
Open sourceNot publishedNot published
Runs onLinux, Mac, WindowsLinux
Lowest paid planNot publishedNot published
Plans publishedNoneNone
MakerNot publishedNot published
Websitetlverse.orgjuliaml.ai
On statistical analysis software#49 of 106#45 of 106

hal9001: what it does well

  • Free GPL-3 package
  • Builds sparse basis-function matrices
  • Handles indicator-function predictor matrices
  • Supports Linux, macOS, and Windows
  • CRAN binaries and documentation available

What to know first

  • Requires R 3.1.0 or later
  • Requires Rcpp and imported packages
  • Desktop package rather than a standalone application

MLJ.jl: what it does well

  • Free under the MIT Expat License
  • Supports more than 180 machine-learning models
  • Pipelines and learning networks combine models
  • Grid and RandomSearch support tuning
  • Accepts several tabular data sources

What to know first

  • Linux is the only listed platform
  • Model packages generally require separate installation
  • MLflow integration is under reassessment
  • Serial CPU processing is the default

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