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Domagoj Pluscec edited this page Jun 17, 2019 · 19 revisions

Takelab logo Welcome to TakeLab Podium - Python machine learning library that helps users to accelerate use of natural language processing models.

This wiki is the main source of documentation for developers working with (or contributing to) the TakeLab Podium project.

Podium goal is described in next figure.

Podium goal

Data

Data part of podium starts with Dataset definition which is composed by using Examples and Fields.

Every Field can have it's own vocabulary about which you can find more here.

Iteration through dataset is defined by Iterators.

Preprocessing

Models

Hyperparameter optimization

Validation and statistical tests

Utilities

  • Large resource - if you need to use or make a class that downloads a large resource from a server to takepod resources folder
  • Logging - if you need good logging from podium modules
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