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ExpFamilyPCA.jl vs Stan Playground

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.

ExpFamilyPCA.jl

Free plan Linux

ExpFamilyPCA.jl provides a focused Julia workflow for exponential-family PCA, with several built-in distributions and options for custom models. Its Linux support and potentially lengthy fitting make it most suitable for technical users comfortable with Julia and configurable optimization.

Visit ExpFamilyPCA.jl

Stan Playground

Free plan Self-hostedWeb

Stan Playground provides a free in-browser workflow for building, sampling, and examining Stan models. Local execution, scripting, diagnostics, exports, and classroom-oriented sharing cover a wide range of learning and prototyping needs.

Visit Stan Playground

The facts

ExpFamilyPCA.jlStan Playground
Free planYesYes
Open sourceNot publishedNot published
Runs onLinuxSelf-hosted, Web
Lowest paid planFree or on requestFree or on request
Plans published11
MakerNot publishedNot published
Websitesisl.github.iostan-playground.flatironinstitute.org
On statistical analysis software#51 of 106#55 of 106

ExpFamilyPCA.jl: what it does well

  • Free MIT-licensed Julia package
  • Supports nine built-in distributions
  • Provides fit, compress, and decompress methods
  • Allows custom distribution models
  • Configurable optimization controls

What to know first

  • Linux platform listed
  • Fitting can take a long time
  • Requires Julia package-manager installation

Stan Playground: what it does well

  • Free browser-based environment
  • No installation required
  • Local model execution and sampling
  • Python and R scripting support
  • ZIP and GitHub Gist project export

What to know first

  • Projects default to browser local storage
  • Compilation depends on a public or custom server

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