{ "info": { "author": "Francesco Ferroni", "author_email": "francescoferroni1@gmail.com", "bugtrack_url": null, "classifiers": [ "Development Status :: 4 - Beta", "Intended Audience :: Developers", "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)", "Programming Language :: Python :: 2", "Programming Language :: Python :: 2.7", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.3", "Programming Language :: Python :: 3.4", "Programming Language :: Python :: 3.5", "Topic :: Scientific/Engineering :: Artificial Intelligence" ], "description": "PhasedLSTM-Keras\n================\n\nKeras implementation of Phased LSTM [https://arxiv.org/abs/1610.09513], from NIPS 2016.\n\nTo install run:\n```pip install phased_lstm_keras```\n\nWorks both with Theano and Tensorflow backend (tested on Theano 0.9 and Tensorflow 1.0).\n\nClassification performance compared to standard Keras LSTM for MNIST dataset:\n\n.. image:: mnist_plstm_lstm_comparison_acc.png\n :height: 100px\n :width: 100px\n :alt: Accuracy [red: PLSTM, black: LSTM]\n :align: center\n\n.. image:: mnist_plstm_lstm_comparison_loss.png\n :height: 100px\n :width: 100px\n :alt: Loss [red: PLSTM, black: LSTM]\n :align: center\n\n\n", "description_content_type": null, "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/fferroni/PhasedLSTM-Keras", "keywords": "machinelearning deeplearning development", "license": "GPLv3+", "maintainer": "", "maintainer_email": "", "name": "phased-lstm-keras", "package_url": "https://pypi.org/project/phased-lstm-keras/", "platform": "", "project_url": "https://pypi.org/project/phased-lstm-keras/", "project_urls": { "Homepage": "https://github.com/fferroni/PhasedLSTM-Keras" }, "release_url": "https://pypi.org/project/phased-lstm-keras/1.0.2/", "requires_dist": [ "keras (>=2.0.2)", "matplotlib (>=2.0.0)", "numpy (>=1.12.1)" ], "requires_python": "", "summary": "Keras implementation of Phased LSTM", "version": "1.0.2" }, "last_serial": 2766514, "releases": { "1.0.1": [ { "comment_text": "", "digests": { "md5": "41955080fb0848e96096d054f2a8d95c", "sha256": "6d4fdeec08089cba83caf2278555025744b24b1cd1cfbeee7cb8b9f22a0a54da" }, "downloads": -1, "filename": "phased_lstm_keras-1.0.1-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "41955080fb0848e96096d054f2a8d95c", "packagetype": "bdist_wheel", "python_version": "py2.py3", "requires_python": null, "size": 8750, "upload_time": "2017-03-25T16:00:21", "url": "https://files.pythonhosted.org/packages/b1/a2/d50573c2ebfad809854e8d9cfa9d6cc2b78e3c30e3a0471584fc4337d8b1/phased_lstm_keras-1.0.1-py2.py3-none-any.whl" }, { "comment_text": "", "digests": { "md5": "d7d8b7968c57ae6b1e7f146b4b750c12", "sha256": "c1689cadfde1a191645a58afbf006e366894484e883a78d3a5fc722faf3a9fec" }, "downloads": -1, "filename": "phased_lstm_keras-1.0.1.tar.gz", "has_sig": false, "md5_digest": "d7d8b7968c57ae6b1e7f146b4b750c12", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 20276, "upload_time": "2017-03-25T16:00:01", "url": "https://files.pythonhosted.org/packages/c9/5f/8e47d561014ad4e64640dbbe3863958946e501bb75b9e1021b6826e44ed2/phased_lstm_keras-1.0.1.tar.gz" } ], "1.0.2": [ { "comment_text": "", "digests": { "md5": "043cb3dccfeba4da0245e77ca817d3e3", "sha256": "a599f32ecb370a27045a20fbe419f26bc3cd186c200c7d3ce063f547d63ef410" }, "downloads": -1, "filename": "phased_lstm_keras-1.0.2-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "043cb3dccfeba4da0245e77ca817d3e3", "packagetype": "bdist_wheel", "python_version": "py2.py3", "requires_python": null, "size": 7617, "upload_time": "2017-04-10T14:48:36", "url": "https://files.pythonhosted.org/packages/73/07/20fe5a59c4e11a42c17763219eb5a3de7c827be7b7d9c1afa5834a4e19b1/phased_lstm_keras-1.0.2-py2.py3-none-any.whl" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "043cb3dccfeba4da0245e77ca817d3e3", "sha256": "a599f32ecb370a27045a20fbe419f26bc3cd186c200c7d3ce063f547d63ef410" }, "downloads": -1, "filename": "phased_lstm_keras-1.0.2-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "043cb3dccfeba4da0245e77ca817d3e3", "packagetype": "bdist_wheel", "python_version": "py2.py3", "requires_python": null, "size": 7617, "upload_time": "2017-04-10T14:48:36", "url": "https://files.pythonhosted.org/packages/73/07/20fe5a59c4e11a42c17763219eb5a3de7c827be7b7d9c1afa5834a4e19b1/phased_lstm_keras-1.0.2-py2.py3-none-any.whl" } ] }