{ "info": { "author": "Yurii Shevhcuk", "author_email": "mail@itdxer.com", "bugtrack_url": null, "classifiers": [ "Intended Audience :: Developers", "License :: OSI Approved :: MIT License", "Natural Language :: English", "Programming Language :: Python", "Programming Language :: Python :: 2", "Programming Language :: Python :: 2.7", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.2", "Programming Language :: Python :: 3.3", "Programming Language :: Python :: 3.4", "Topic :: Software Development :: Libraries :: Python Modules" ], "description": "NeuralPy\n========\n\nNeuralPy is a Python library for Artificial Neural Networks.\nYou can run and test different Neural Network algorithms.\n\n|Travis|_\n\n.. |Travis| image:: https://api.travis-ci.org/itdxer/neuralpy.png?branch=master\n.. _Travis: https://travis-ci.org/itdxer/neuralpy\n\nInstallation\n------------\n\n.. code-block:: bash\n\n $ pip install neural-python\n\nLinks\n-----\n\n* `Documentation `_\n* `Issues `_\n* `Tutorials `_\n* `Available algorithms `_\n\nDependence\n----------\n\n* Python 2.7, 3.3, 3.4\n* NumPy >= 1.9.0\n* SciPy >= 0.14.0\n* Matplotlib >= 1.4.0\n\nNext steps\n----------\n\n* Bug fixing and version stabilization\n* Speeding up algorithms\n* Adding more algorithms\n\nLibrary support\n---------------\n\n* Radial Basis Functions Networks (RBFN)\n* Backpropagation and different optimization for it\n* Neural Network Ensembles\n* Associative and Autoasociative Memory\n* Competitive Networks\n* Step update algorithms for backpropagation\n* Weight control algorithms for backpropagation\n* Basic Linear Networks\n\nAlgorithms\n----------\n\n* Backpropagation\n\n * Classic Gradient Descent\n * Mini-batch Gradient Descent\n * Conjugate Gradient\n\n * Fletcher-Reeves\n * Polak-Ribiere\n * Hestenes-Stiefel\n * Conjugate Descent\n * Liu-Storey\n * Dai-Yuan\n\n * quasi-Newton\n\n * BFGS\n * DFP\n * PSB\n * SR1\n\n * Levenberg-Marquardt\n * Hessian diagonal\n * Momentum\n * RPROP\n * iRPROP+\n * QuickProp\n\n* Weight update rules\n\n * Weight Decay\n * Weight Elimination\n\n* Learning rate update rules\n\n * Adaptive Learning Rate\n * Error difference Update\n * Linear search by Golden Search or Brent\n * Wolfe line search\n * Search than converge\n * Simple Step Minimization\n\n* Ensembles\n\n * Mixture of Experts\n * Dynamically Averaged Network (DAN)\n\n* Radial Basis Functions Networks (RBFN)\n\n * Generalized Regression Neural Network (GRNN)\n * Probabilistic Neural Network (PNN)\n * Radial basis function K-means\n\n* Autoasociative Memory\n\n * Discrete BAM Network\n * CMAC Network\n * Discrete Hopfield Network\n\n* Competitive Networks\n\n * Adaptive Resonance Theory (ART1) Network\n * Self-Organizing Feature Map (SOFM or SOM)\n\n* Linear networks\n\n * Perceptron\n * LMS Network\n * Modified Relaxation Network\n\n* Associative\n\n * OJA\n * Kohonen\n * Instar\n * Hebb\n\nTests\n-----\n\n.. code-block:: bash\n\n $ pip install tox\n $ tox\n", "description_content_type": null, "docs_url": null, "download_url": "UNKNOWN", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "http://neuralpy.com", "keywords": "neural networks", "license": "MIT", "maintainer": null, "maintainer_email": null, "name": "neural-python", "package_url": "https://pypi.org/project/neural-python/", "platform": "UNKNOWN", "project_url": "https://pypi.org/project/neural-python/", "project_urls": { "Download": "UNKNOWN", "Homepage": "http://neuralpy.com" }, "release_url": "https://pypi.org/project/neural-python/0.0.7/", "requires_dist": null, "requires_python": null, "summary": "NeuralPy is the Artificial Neural Network library implemented in Python.", "version": "0.0.7" }, "last_serial": 1755445, "releases": { "0.0.1": [ { "comment_text": "", "digests": { "md5": "71c869065471afe29fe9b0fcbe787e56", "sha256": "9b6fa6f2c7cd8126aee0b65ceddf6b1472709b08a006712f8c0cba872d4bd622" }, "downloads": -1, "filename": "neural-python-0.0.1.tar.gz", "has_sig": false, "md5_digest": "71c869065471afe29fe9b0fcbe787e56", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 47871, "upload_time": "2015-08-24T20:43:06", "url": "https://files.pythonhosted.org/packages/e9/cf/51902e73380f3678fd92ea1be3613c9b9160d2c01bb70d32987cd5c640df/neural-python-0.0.1.tar.gz" } ], "0.0.2": [ { "comment_text": "", "digests": { "md5": "7862d56f687c30cc351ccc51c1b8c955", "sha256": "ee23337d2bd6024adb2bcc5715d2668cfc8284ac923d29ed0af7c34480b69a7c" }, "downloads": -1, "filename": "neural-python-0.0.2.tar.gz", "has_sig": false, "md5_digest": "7862d56f687c30cc351ccc51c1b8c955", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 48730, "upload_time": "2015-08-26T14:57:07", "url": "https://files.pythonhosted.org/packages/3c/7d/0aa9b32f314606180b12d508b59fb866c0071ee644a9d7a62f553f4401e4/neural-python-0.0.2.tar.gz" } ], "0.0.3": [ { "comment_text": "", "digests": { "md5": "5b9dfa8ae0a4f07ccae29c9cc03a02af", "sha256": "da7e6b28a44ddddc8ded14ded9aca1e4c62c732b261935c062afd78eb66f3fb1" }, "downloads": -1, "filename": "neural-python-0.0.3.tar.gz", "has_sig": false, "md5_digest": "5b9dfa8ae0a4f07ccae29c9cc03a02af", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 48786, "upload_time": "2015-08-26T20:24:26", "url": "https://files.pythonhosted.org/packages/30/73/5f1af1a84ed479e02569b59a3e0249c1d6430150428ddae37a9ef31bec1a/neural-python-0.0.3.tar.gz" } ], "0.0.4": [ { "comment_text": "", "digests": { "md5": "3331062deaa9805ae811233f5c156774", "sha256": "1e5dbea198d06b51587cbde90b723a6218c01aeade0eb1ddc31901a7d10e0702" }, "downloads": -1, "filename": "neural-python-0.0.4.tar.gz", "has_sig": false, "md5_digest": "3331062deaa9805ae811233f5c156774", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 49024, "upload_time": "2015-08-27T12:02:08", "url": "https://files.pythonhosted.org/packages/b4/9b/bf16eaf04911a646c77e1949b3f640ab57f18aa1b35a377675936026615a/neural-python-0.0.4.tar.gz" } ], "0.0.5": [ { "comment_text": "", "digests": { "md5": "df21fc9ebd7c4b27c3a8ea540322c8a6", "sha256": "9d82edaa42568bcaa1164bacf72eace246cb8047dbd9a02ca63369a96bd907a4" }, "downloads": -1, "filename": "neural-python-0.0.5.tar.gz", "has_sig": false, "md5_digest": "df21fc9ebd7c4b27c3a8ea540322c8a6", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 49054, "upload_time": "2015-08-27T12:11:16", "url": "https://files.pythonhosted.org/packages/f2/3e/e2c48f5f2cff70edbe99165f8b30c5df5ba8f1ccbc592a93a34004da3141/neural-python-0.0.5.tar.gz" } ], "0.0.6": [ { "comment_text": "", "digests": { "md5": "393e08c05ff6d6867874b7851daa930d", "sha256": "9f27c6d988588a3fb6130006842853863918b9d2dc7e874bbc46b3bbd8bab6d6" }, "downloads": -1, "filename": "neural-python-0.0.6.tar.gz", "has_sig": false, "md5_digest": "393e08c05ff6d6867874b7851daa930d", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 50714, "upload_time": "2015-08-31T19:28:24", "url": "https://files.pythonhosted.org/packages/09/23/af18338d4cca99973e02751a7ef5c9c3278e8af2ddf26943b8f91b16e9a7/neural-python-0.0.6.tar.gz" } ], "0.0.7": [ { "comment_text": "", "digests": { "md5": "2bc411d1dc64d0a197603f000c6b662e", "sha256": "8e1d6ebccad60ed4721f4b55005eec7a82c49028a9010ef6d82cd026dc22b314" }, "downloads": -1, "filename": "neural-python-0.0.7.tar.gz", "has_sig": false, "md5_digest": "2bc411d1dc64d0a197603f000c6b662e", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 50760, "upload_time": "2015-09-01T20:01:16", "url": "https://files.pythonhosted.org/packages/20/e4/107f3892a2fcf8a9f15e16be1d43fff28feca8487e5d7b328d97b3d5a3cc/neural-python-0.0.7.tar.gz" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "2bc411d1dc64d0a197603f000c6b662e", "sha256": "8e1d6ebccad60ed4721f4b55005eec7a82c49028a9010ef6d82cd026dc22b314" }, "downloads": -1, "filename": "neural-python-0.0.7.tar.gz", "has_sig": false, "md5_digest": "2bc411d1dc64d0a197603f000c6b662e", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 50760, "upload_time": "2015-09-01T20:01:16", "url": "https://files.pythonhosted.org/packages/20/e4/107f3892a2fcf8a9f15e16be1d43fff28feca8487e5d7b328d97b3d5a3cc/neural-python-0.0.7.tar.gz" } ] }