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open-source feature selection repository in python
Featuretools is a Python data science library and automated feature engineering framework designed to create predictive features from multiple related datasets. It automates the data preparation and transformation steps required for machine learning models through deep feature synthesis. The library enables the automatic generation of comprehensive feature tables by applying recursive transformations to relational data. It supports the transformation of unstructured text into structured numeric features and allows users to define custom primitives to extend the synthesis process with specific
A scikit-learn-compatible Python implementation of ReBATE, a suite of Relief-based feature selection algorithms for Machine Learning.
scikit-image is a Python image processing library and scientific image analysis toolkit. It provides a framework for digital image processing and computer vision, utilizing numerical arrays for pixel-level manipulations. The library enables the quantification of image properties and the detection of visual features, such as edges and blobs. It includes tools for image segmentation and the extraction of textures and patterns to characterize objects within visual data. Capabilities cover image manipulation through color space conversion, geometric transformations, and digital restoration. It a
A set of tools for creating and testing machine learning features, with a scikit-learn compatible API
The main features of machinalis/featureforge are: General Machine Learning, Feature Engineering.
Projects with overlapping indexed features include: scikit-image/scikit-image — scikit-image is a Python image processing library and scientific image analysis toolkit. It provides a framework for… upgini/upgini — Data search & enrichment library for Machine Learning → Easily find and add relevant features to your ML & AI pipeline… featuretools/featuretools — Featuretools is a Python data science library and automated feature engineering framework designed to create… epistasislab/scikit-rebate — A scikit-learn-compatible Python implementation of ReBATE, a suite of Relief-based feature selection algorithms for… jundongl/scikit-feature — open-source feature selection repository in python. morvanzhou/tutorials — This repository is a comprehensive collection of instructional guides and practical examples for Python development,…