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CoordML

Manage ML experiments with ease.

CoordML is a light-weight Machine Learning experiment tool that enables users to easily define computational tasks and distribute tasks across multiple instances. It can also aggregate and display experiment results through a unifed web interface.

CoordML is currently working in progress. It consists of the following major components:

  • Sircle DSL, a functional and interpreted language, used to define computational tasks in a expressive and flexible way. (Finished)
  • CoordML Central, the central server to create experiments and distribute tasks. (Finished)
  • Runner, to run tasks and extract results. (Finished)
  • Web Portal, to display runner status and experiment results and aggregate experiment results in a flexible and clear way. (Finish)

Sircle DSL

Sircle Screenshot

Sircle is a powerful DSL for defining computational tasks. It is in functional styles, supporting first-class functions, ML-style application and currying.

A simple example of Sircle:

map (compose println $ x => "Hello, " + x) ["Sircle", "CoordML"]

This will print out

Hello, Sircle
Hello, CoordML

For a detailed guide to Sircle, you may refer to the Documentation.

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  • Scala 100.0%