https://github.com/jmrozanec/features-generator

Library for automatic features generation.
https://github.com/jmrozanec/features-generator

Last synced: 5 months ago
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Library for automatic features generation.

• Host: GitHub
• URL: https://github.com/jmrozanec/features-generator
• Owner: jmrozanec
• License: apache-2.0
• Created: 2018-07-19T12:44:56.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2020-06-30T10:32:30.000Z (almost 6 years ago)
• Last Synced: 2024-12-27T15:11:09.654Z (over 1 year ago)
• Language: Python
• Size: 23.4 KB
• Stars: 2
• Watchers: 2
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# features-generator

Library for automatic features generation. The project follows the [Semantic Versioning Convention](http://semver.org/) and uses Apache 2.0 license.

# Roadmap

We are willing to provide tools for the following use cases:

 - best features selection

 - atomatic feature generation: 

  - add, diff, product, division, max, min, avg

  - random projections

  - forward selection

 - adversarial validation selection

# References

 - [Deep Feature Synthesis: towards automating data science endeavors](http://www.jmaxkanter.com/static/papers/DSAA_DSM_2015.pdf)

 - [A few useful things to know about machine learning](https://homes.cs.washington.edu/~pedrod/papers/cacm12.pdf)

# Similar libraries

 - [Featuretools](https://github.com/Featuretools/featuretools)

 - [Feature Forge](https://github.com/machinalis/featureforge)