{ "info": { "author": "Taylor Denouden", "author_email": "taylordenouden@gmail.com", "bugtrack_url": null, "classifiers": [], "description": "# DeepModels\nImplementations of various deep learning models using Keras.\n\n## Requirements\nAn existing installation of either Tensorflow or Theano.\n\n## Installation\n```\npip install deep-models\n```\n\n## Usage\n\nThe models are implemented using Keras and instantiation returns a Keras Model object unless otherwise noted.\n\n### Wide Residual Network\n```python3\nfrom deep_models import wide_residual_network as wrn\n\n# Load your data\ntrainX = ...\ntrainY = ...\nimg_shape = (32, 32, 3)\n\n# Create the model\n# k is the width, 6 * n + 4 is the depth\nmodel = wrn.build_model(img_shape, classes=10, n=4, k=10, dropout=0.3)\n\n# Train the model\nmodel.compile(loss=\"categorical_crossentropy\", optimizer=\"adam\", metrics=[\"acc\"])\nmodel.fit(\n trainX, trainY,\n batch_size=128,\n epochs=100,\n validation_split=0.2)\n```\n\n## Examples\nSome working examples are available in the notebooks directory.\n\n## License\nSee LICENSE file", "description_content_type": "", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/tayden/DeepModels", "keywords": "", "license": "MIT", "maintainer": "", "maintainer_email": "", "name": "Deep-Models", "package_url": "https://pypi.org/project/Deep-Models/", "platform": "", "project_url": "https://pypi.org/project/Deep-Models/", "project_urls": { "Homepage": "https://github.com/tayden/DeepModels" }, "release_url": "https://pypi.org/project/Deep-Models/0.1.5/", "requires_dist": null, "requires_python": "", "summary": "Keras deep learning model implementations", "version": "0.1.5" }, "last_serial": 3851141, "releases": { "0.0.1": [ { "comment_text": "", "digests": { "md5": "07d069f9cdd5e42fa62918cf015d3aae", "sha256": "1914fd89ebc48bd3a4baf2039433fd34aad68fbfd7ac1571ffb24cdc0d2dc5c4" }, "downloads": -1, "filename": "Deep-Models-0.0.1.tar.gz", "has_sig": false, "md5_digest": "07d069f9cdd5e42fa62918cf015d3aae", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2463, "upload_time": "2018-02-21T16:41:51", "url": "https://files.pythonhosted.org/packages/c7/d5/5376dc650cbbe283c6533d12aaee0c194a719b393abc3cc88099b6e894f5/Deep-Models-0.0.1.tar.gz" } ], "0.0.2": [ { "comment_text": "", "digests": { "md5": "bdccd8a8b8c4c42379e47487a171e84c", "sha256": "87a901d2a2bd74fdc0e2ec0b5b02183ffb3202004406d7a484b9876810eff14e" }, "downloads": -1, "filename": "Deep-Models-0.0.2.tar.gz", "has_sig": false, "md5_digest": "bdccd8a8b8c4c42379e47487a171e84c", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3042, "upload_time": "2018-02-21T17:00:27", "url": "https://files.pythonhosted.org/packages/f4/d8/46500a588f1ea5c354b30d809e6cdca3be984305c66eefa4a24a1c3c5a0f/Deep-Models-0.0.2.tar.gz" } ], "0.1.0": [ { "comment_text": "", "digests": { "md5": "aa01066d2fe826ec18e89340b57b615f", "sha256": "a3c0845b9f5e29b9bfb9c52d42c05da18d06134358e93a8e8f38f249dcc3bafa" }, "downloads": -1, "filename": "Deep-Models-0.1.0.tar.gz", "has_sig": false, "md5_digest": "aa01066d2fe826ec18e89340b57b615f", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3117, "upload_time": "2018-02-21T18:12:32", "url": "https://files.pythonhosted.org/packages/e1/05/96e8e2c890e0ad04959c4e4e19481c941b39f7a8b48f6f9fc8e70dd592f0/Deep-Models-0.1.0.tar.gz" } ], "0.1.1": [ { "comment_text": "", "digests": { "md5": "75a76aa1909a73584436bab1c990c711", "sha256": "19b396265617f3b5391534376f9540ddb0a84c7e73a572d01cf0cbcd21689566" }, "downloads": -1, "filename": "Deep-Models-0.1.1.tar.gz", "has_sig": false, "md5_digest": "75a76aa1909a73584436bab1c990c711", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2650, "upload_time": "2018-02-26T17:09:59", "url": "https://files.pythonhosted.org/packages/e4/27/d2d4e90e10bb14a14d74d5e5b5b1526c04210c90ab8b09a3f01272551b4b/Deep-Models-0.1.1.tar.gz" } ], "0.1.2": [ { "comment_text": "", "digests": { "md5": "95ce5e693008bd7df99a4e7a591daa6b", "sha256": "e2d2319fc3f719812702686945419c5c7f3a61dd65096ea352bbf6270477c196" }, "downloads": -1, "filename": "Deep-Models-0.1.2.tar.gz", "has_sig": false, "md5_digest": "95ce5e693008bd7df99a4e7a591daa6b", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2649, "upload_time": "2018-02-26T17:11:01", "url": "https://files.pythonhosted.org/packages/ba/52/6235b54684efb8d9422018a0000fb110923107bad820e813f08b9a8aa548/Deep-Models-0.1.2.tar.gz" } ], "0.1.4": [ { "comment_text": "", "digests": { "md5": "daae345cb5d37933dd5370548569766b", "sha256": "09199af4c557884d70aa3b0a36b1d903e6c44677f62c14d5a393d10a7cec0300" }, "downloads": -1, "filename": "Deep-Models-0.1.4.tar.gz", "has_sig": false, "md5_digest": "daae345cb5d37933dd5370548569766b", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2607, "upload_time": "2018-05-09T20:12:49", "url": "https://files.pythonhosted.org/packages/8f/07/63a6347e200fe0f826488dfaf76e79f6f78c5c839e4a9ee2a7f22633b3e3/Deep-Models-0.1.4.tar.gz" } ], "0.1.5": [ { "comment_text": "", "digests": { "md5": "db01b7ecedaff733da6298eba1eec161", "sha256": "d35e1d289fa1830f79bccf34ca95d4a164844fa29344d64a54549df3b5f72cd2" }, "downloads": -1, "filename": "Deep_Models-0.1.5-py3.6.egg", "has_sig": false, "md5_digest": "db01b7ecedaff733da6298eba1eec161", "packagetype": "bdist_egg", "python_version": "3.6", "requires_python": null, "size": 4938, "upload_time": "2018-05-10T17:15:19", "url": "https://files.pythonhosted.org/packages/1e/27/b6fe16680fb214a61b5d1ef499af4d92cb244d03aa34cb386be535d10227/Deep_Models-0.1.5-py3.6.egg" }, { "comment_text": "", "digests": { "md5": "57f50c2d717ea7e2f6ef585438c2918d", "sha256": "cc2ecf467255994fd18815003bdd4e6082a00acc2d549f9866486b61fe3888ac" }, "downloads": -1, "filename": "Deep-Models-0.1.5.tar.gz", "has_sig": false, "md5_digest": "57f50c2d717ea7e2f6ef585438c2918d", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2577, "upload_time": "2018-05-10T17:15:20", "url": "https://files.pythonhosted.org/packages/89/de/75eca9c01fec53ab53aa0af946a303746d8fd3b6ebce77a55428f8814435/Deep-Models-0.1.5.tar.gz" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "db01b7ecedaff733da6298eba1eec161", "sha256": "d35e1d289fa1830f79bccf34ca95d4a164844fa29344d64a54549df3b5f72cd2" }, "downloads": -1, "filename": "Deep_Models-0.1.5-py3.6.egg", "has_sig": false, "md5_digest": "db01b7ecedaff733da6298eba1eec161", "packagetype": "bdist_egg", "python_version": "3.6", "requires_python": null, "size": 4938, "upload_time": "2018-05-10T17:15:19", "url": "https://files.pythonhosted.org/packages/1e/27/b6fe16680fb214a61b5d1ef499af4d92cb244d03aa34cb386be535d10227/Deep_Models-0.1.5-py3.6.egg" }, { "comment_text": "", "digests": { "md5": "57f50c2d717ea7e2f6ef585438c2918d", "sha256": "cc2ecf467255994fd18815003bdd4e6082a00acc2d549f9866486b61fe3888ac" }, "downloads": -1, "filename": "Deep-Models-0.1.5.tar.gz", "has_sig": false, "md5_digest": "57f50c2d717ea7e2f6ef585438c2918d", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2577, "upload_time": "2018-05-10T17:15:20", "url": "https://files.pythonhosted.org/packages/89/de/75eca9c01fec53ab53aa0af946a303746d8fd3b6ebce77a55428f8814435/Deep-Models-0.1.5.tar.gz" } ] }