{ "info": { "author": "Alex Shmakov", "author_email": "Alexanders101 at gmail com", "bugtrack_url": null, "classifiers": [ "Topic :: Scientific/Engineering :: Artificial Intelligence" ], "description": "A generic python machine learning framework designed to be flexible and easy to use. It is built upon scikit-learn, numpy, scipy, and some custom written algorithms.\r\n\r\nNew in version 2.x:\r\n\r\n Complete rewrite of main codebase in order to ease in adding new algorithms and much cleaner code\r\n\r\nTo test it, simply run:\r\n\r\n import PyAI\r\n\r\n PyAI.test()\r\n\r\n\r\nThe main object in the library is the Brain class (PyAI.Brain). With it you access all of the features in the framework.\r\n\r\n brain = PyAI.Brain(x_data=data, y_labels=labels, y_data=reg_data)\r\n\r\n| This brain object has 2 modes of operation: classification and regression.\r\n| If you wish to perform classification (discrete) prediction, use the y_labels attribute\r\n| If you wish to perform regression (continuous) prediction, use the y_data attribute\r\nOr you can also provide both\r\n\r\n| Then, you must initialize one of the algorithms available by performing:\r\n\r\n brain.init_XXX()\r\n # For example\r\n brain.init_clustering(n_clusters=5)\r\n\r\nCurrently, the available algorithms are\r\n\r\n- clustering\r\n- neighbors\r\n- svm\r\n- gmm\r\n- naive_bayes\r\n\r\nThen you can apply any number of prediction methods in order to predict using the models\r\n\r\n brain.predict_xxx_yyy\r\n # For example\r\n brain.predict_cluster_labels(test_data)\r\n brain.predict_svm_data(test_data)\r\n\r\n| The xxx must match on of the algorithms that you have initialized\r\n| The yyy can either be 'labels' or 'data' for classification and regression respectively", "description_content_type": null, "docs_url": null, "download_url": "UNKNOWN", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/Alexanders101/PyAI", "keywords": "", "license": "UNKNOWN", "maintainer": "", "maintainer_email": "", "name": "PyAI", "package_url": "https://pypi.org/project/PyAI/", "platform": "Linux, Windows, Mac", "project_url": "https://pypi.org/project/PyAI/", "project_urls": { "Download": "UNKNOWN", "Homepage": "https://github.com/Alexanders101/PyAI" }, "release_url": "https://pypi.org/project/PyAI/2.12/", "requires_dist": null, "requires_python": null, "summary": "Python Machine Learning Framework", "version": "2.12" }, "last_serial": 1688304, "releases": { "0.9": [ { "comment_text": "", "digests": { "md5": "048d8335b1e297313d85b7251960922f", "sha256": "e77250c7d8fa00b19540447553478024219cdb2feb59e30b9ca4348cdacb00eb" }, "downloads": -1, "filename": "PyAI-0.9.tar.gz", "has_sig": false, "md5_digest": "048d8335b1e297313d85b7251960922f", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 13489, "upload_time": "2015-04-08T05:28:22", "url": "https://files.pythonhosted.org/packages/dd/b0/c103b0cce18c6924504979ca6b1299a40148331eeab2ffd9499429dc0dd6/PyAI-0.9.tar.gz" } ], "0.91": [ { "comment_text": "", "digests": { "md5": "c994e62d4e9f7d1198d5a32193ae8265", "sha256": "7e269cfe6f0097659f01203a734398433b2e03a5fc65b34c7e12c814f3853080" }, "downloads": -1, "filename": "PyAI-0.91.tar.gz", "has_sig": false, "md5_digest": "c994e62d4e9f7d1198d5a32193ae8265", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 13568, "upload_time": "2015-04-24T02:54:08", "url": "https://files.pythonhosted.org/packages/59/ff/b609a351cdb53801c9c03c9ae3eccf32895a753bc290892192753a0745ba/PyAI-0.91.tar.gz" } ], "2.0": [ { "comment_text": "", "digests": { "md5": "dce39e7b7d5997dd08327bef91f39bb0", "sha256": "f7076ef4a797f2c3e4a6b0d3facf631d5a4fdbcfb67cc07aa8df61ec052ab4b9" }, "downloads": -1, "filename": "PyAI-2.0.tar.gz", "has_sig": false, "md5_digest": "dce39e7b7d5997dd08327bef91f39bb0", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 12469, "upload_time": "2015-08-22T01:32:46", "url": "https://files.pythonhosted.org/packages/dc/34/41ab623cad7778999274091d54c9ff7d40f92460de3de9dba6144409036a/PyAI-2.0.tar.gz" } ], "2.1": [ { "comment_text": "", "digests": { "md5": "42c096d980c675f1424a84388ae01f10", "sha256": "91b115d8ed954f5ccfd29052b3d22af16749bef919ab5c841a4972a0f9f39eec" }, "downloads": -1, "filename": "PyAI-2.1.tar.gz", "has_sig": false, "md5_digest": "42c096d980c675f1424a84388ae01f10", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 12462, "upload_time": "2015-08-22T01:35:42", "url": "https://files.pythonhosted.org/packages/9e/da/f19e2d26f7d5bfa1babf806d66fade8f7854c921c8d810ec6aa02fbfd47c/PyAI-2.1.tar.gz" } ], "2.11": [ { "comment_text": "", "digests": { "md5": "44d07ad5424fead5f5a1b9916c62f1aa", "sha256": "093a67e5759d2832056be983cba05012deb6ccc163a775013424f7a2ca92c078" }, "downloads": -1, "filename": "PyAI-2.11.tar.gz", "has_sig": false, "md5_digest": "44d07ad5424fead5f5a1b9916c62f1aa", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 12618, "upload_time": "2015-08-22T01:58:00", "url": "https://files.pythonhosted.org/packages/49/63/7e38faa8d6386a3a34e918fd0e16b479220be883dd2af39b3f0de94cf550/PyAI-2.11.tar.gz" } ], "2.12": [ { "comment_text": "", "digests": { "md5": "e5965a918114281c7f39ad2f6b6d0cff", "sha256": "f21e406ad2b99da27e044ae07dfae15f912c1dfbf72bc98cc79fb9889e9d5b9a" }, "downloads": -1, "filename": "PyAI-2.12.tar.gz", "has_sig": false, "md5_digest": "e5965a918114281c7f39ad2f6b6d0cff", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 12626, "upload_time": "2015-08-22T02:04:58", "url": "https://files.pythonhosted.org/packages/cf/07/d5c39060ff7cfdf202fa37e59e46b47a27e17826b96e4efbf53927807820/PyAI-2.12.tar.gz" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "e5965a918114281c7f39ad2f6b6d0cff", "sha256": "f21e406ad2b99da27e044ae07dfae15f912c1dfbf72bc98cc79fb9889e9d5b9a" }, "downloads": -1, "filename": "PyAI-2.12.tar.gz", "has_sig": false, "md5_digest": "e5965a918114281c7f39ad2f6b6d0cff", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 12626, "upload_time": "2015-08-22T02:04:58", "url": "https://files.pythonhosted.org/packages/cf/07/d5c39060ff7cfdf202fa37e59e46b47a27e17826b96e4efbf53927807820/PyAI-2.12.tar.gz" } ] }