{ "info": { "author": "Rafael Carrascosa, Daniel Moisset, Javier Mansilla", "author_email": "rcarrascosa@machinalis.com", "bugtrack_url": null, "classifiers": [ "Development Status :: 4 - Beta", "Intended Audience :: Developers", "License :: OSI Approved :: BSD License", "Operating System :: OS Independent", "Programming Language :: Python", "Programming Language :: Python :: 2", "Programming Language :: Python :: 2.7", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.3", "Topic :: Scientific/Engineering", "Topic :: Scientific/Engineering :: Artificial Intelligence", "Topic :: Software Development :: Libraries", "Topic :: Software Development :: Testing" ], "description": "Feature Forge\n=============\n\nThis library provides a set of tools that can be useful in many machine\nlearning applications (classification, clustering, regression, etc.), and\nparticularly helpful if you use scikit-learn (although this can work if\nyou have a different algorithm).\n\nMost machine learning problems involve an step of feature definition and\npreprocessing. Feature Forge helps you with:\n\n * Defining and documenting features\n * Testing your features against specified cases and against randomly generated\n cases (stress-testing). This helps you making your application more robust\n against invalid/misformatted input data. This also helps you checking that\n low-relevance results when doing feature analysis is actually because the\n feature is bad, and not because there's a slight bug in your feature code.\n * Evaluating your features on a data set, producing a feature evaluation\n matrix. The evaluator has a robust mode that allows you some tolerance both\n for invalid data and buggy features.\n * Experimentation: running, registering, classifying and reproducing\n experiments for determining best settings for your problems.\n\nInstallation\n------------\n\nJust `pip install featureforge`.\n\nDocumentation\n-------------\n\nDocumentation is available at http://feature-forge.readthedocs.org/en/latest/\n\nContact information\n-------------------\n\nFeature Forge is \u00a9 2014 Machinalis (http://www.machinalis.com/). Its primary\nauthors are:\n\n * Javier Mansilla (jmansilla at github)\n * Daniel Moisset (dmoisset at github)\n * Rafael Carrascosa (rafacarrascosa at github)\n\nAny contributions or suggestions are welcome, the official channel for this is\nsubmitting github pull requests or issues.\n\nChangelog\n---------\n0.1.6:\n - Bug fixes related to sparse matrices.\n - Small documentation improvements.\n - Reduced default logging verbosity.\n\n0.1.5:\n - Using sparse numpy matrices by default.\n\n0.1.4:\n - Discarded the need of using forked version of Schema library.\n\n0.1.3:\n - Added support for running and generating stats for experiments\n\n0.1.2:\n - Fixing installer dependencies\n\n0.1.1:\n - Added support for python 3\n - Added support for bag-of-words features\n\n0.1:\n - Initial release", "description_content_type": null, "docs_url": null, "download_url": null, "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": 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