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automlizer's Introduction

Automlizer

A Realtime Application to analyze the performance of AutoML Pipelines

Documentation

Refer to the AutoMLizer Blog

  • assets include the required css, images and other required js files
  • aml_config.py is the config file for TPOT's hyperparameter search. For more information refer to TPOT documentation
  • app.py: The main application
  • aml.py: Runs TPOT
  • util.py: Set of utility functions required by automlizer

Installation and Execution

  1. Clone the repository
  2. pip install -r requirements.txt
  3. python3 app.py

Limitations

  1. Currently, the relationship between the selection of the label and the problem type is not coded - hence selecting the correct problem type and metric is essential
  2. This is a non-database lite version of the actual application and hence the state is not managed.

automlizer's People

Contributors

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Watchers

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