# Feature Selection

- [Feature selection with mutual information](http://www.simafore.com/blog/bid/105347/Feature-selection-with-mutual-information-Part-2-PCA-disadvantages) [deadlink]
- Forward Feature selection: [Blog on Towards DS](https://towardsdatascience.com/feature-importance-and-forward-feature-selection-752638849962) | [Scikit learn](https://mikulskibartosz.name/forward-feature-selection-in-scikit-learn-f6476e474ddd)
- [What is dimensionality reduction? What is the difference between feature selection and extraction?](https://datascience.stackexchange.com/questions/130/what-is-dimensionality-reduction-what-is-the-difference-between-feature-selecti)
- [Feature Engineering and Feature Selection](https://media.licdn.com/dms/document/C511FAQF45u2wk4WYKQ/feedshare-document-pdf-analyzed/0?e=1570834800&v=beta&t=lNVqtm3JJYvvPHpsl0uc6mZJjVGWgJ8Toz29tNJA4GI) [deadlink]
- [Feature Selection Techniques in Machine Learning with Python - Raheel Shaikh](https://www.linkedin.com/posts/vipulppatel_feature-selection-techniques-in-ml-with-python-ugcPost-6603482535081062400-3ZH9)
- [Fast Combinatorial Feature Selection with New Definition of Predictive Power](https://www.datasciencecentral.com/profiles/blogs/feature-selection-based-on-predictive-power) [Tweet](https://twitter.com/analyticbridge/status/1237759942544822272)
- [How to Choose a Feature Selection Method For Machine Learning](https://machinelearningmastery.com/feature-selection-with-real-and-categorical-data/)
- [How to Perform Feature Selection for Regression Data](https://machinelearningmastery.com/feature-selection-for-regression-data/)
- [A Comparative Study on Feature Selection in Text Categorization by Yiming Yang and Jan O. Pedersen](https://lnkd.in/gZGpQRG)
- TextFeatureSelection • a Python package providing feature selection for text tokens through filter method of feature selection and we can set a threshold to decide which words to be included. There are 4 methods for helping feature selection.: [pypi](https://pypi.org/project/TextFeatureSelection/) | [Docs](https://lnkd.in/gtdQwQE)
- [Feature Stores for ML](https://featurestore.org/)
- [Entropy based feature selection for text categorization by Christine Lageron, Christophe Moulin, Mathias Géry](https://lnkd.in/gK56uJd)
- [Feature Selection and Weighting Methods in Sentiment Analysis by Tim O`Keefe and Irena Koprinska](https://is.gd/PoIYzb)
- [A Comparative Study on Feature Selection in Text Categorization by Yiming Yang and Jan O. Pedersen](https://lnkd.in/gZGpQRG)
- [Entropy based feature selection for text categorization by Christine Largeron, Christophe Moulin, Mathias Géry](https://lnkd.in/gK56uJd)
- [Categorical Proportional Difference: A Feature Selection Method for Text Categorization by Mondelle Simeon, Robert J. Hilderman](https://is.gd/60Clbn)
- [Feature Selection and Weighting Methods in Sentiment Analysis by Tim O`Keefe and Irena Koprinska](https://is.gd/PoIYzb)

# Contributing

Contributions are very welcome, please share back with the wider community (and get credited for it)!

Please have a look at the [CONTRIBUTING](../CONTRIBUTING.md) guidelines, also have a read about our [licensing](../LICENSE.md) policy.

---

Back to [Data page (table of contents)](README.md)</br>
Back to [main page (table of contents)](../README.md)