{
"info": {
"author": "Vivek Verma",
"author_email": "vivekverma3141@gmail.com",
"bugtrack_url": null,
"classifiers": [
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 2",
"Programming Language :: Python :: 3"
],
"description": "[](https://travis-ci.com/vivek3141/ml)\n[](https://pepy.tech/project/ml-python)\n[](https://pypi.python.org/pypi/ml-python)\n[](https://pypi.python.org/pypi/fastai)\n[](https://pypi.python.org/pypi/ml-python)\n# ML\n\nThis module provides for the easiest way to implement Machine Learning algorithms. It also has in-built support for graphing and optimizers based in C.\n\nLearn the module here:\n* [YouTube](https://www.youtube.com/watch?v=ReMIzozsx8Y)\n* [Blog Post](https://vivek3141.github.io/blog/posts/ml.html)\n* [Examples](https://github.com/vivek3141/ml/tree/master/examples)\n\nThis module uses a tensorflow backend.\n\n## Implemented Algorithms\n* 2D CNN `ml.cnn`\n* Basic MLP `ml.nn`\n* K-Means `ml.k_means`\n* Linear Regression `ml.linear_regression`\n * optimized with C\n* Logistic Regression `ml.logistic_regression`\n* Graph Modules `ml.graph`\n * Graph any function with or without data points - `from ml.graph import graph_function, graph_function_and_data`\n* Nonlinear Regression `ml.regression`\n* Optimizers - `ml.optimizer` optimized with C\n * GradientDescentOptimizer - `from ml.optimizer import GradientDescentOptimizer`\n* UNSTABLE - Character generating RNN - `ml.rnn`\n\n#### You can find examples for all of these in `/examples`\n\n### Pip installation\n```bash\npip install ml-python\n```\n### Python installation\n```bash\ngit clone https://github.com/vivek3141/ml\ncd ml\npython setup.py install\n```\n### Bash Installation\n```bash\ngit clone https://github.com/vivek3141/ml\ncd ml\nsudo make install\n```\n\n## Examples\nExamples for all implemented structures can be found in `/examples`.
\nIn this example, linear regression is used.\n
\nFirst, import the required modules.\n```python\nimport numpy as np\nfrom ml.linear_regression import LinearRegression\n```\nThen make the required object\n```python\nl = LinearRegression()\n```\nThis code below randomly generates 50 data points from 0 to 10 for us to run linear regression on.\n```python\n# Randomly generating the data and converting the list to int\nx = np.array(list(map(int, 10*np.random.random(50))))\ny = np.array(list(map(int, 10*np.random.random(50))))\n```\nLastly, train it. Set `graph=True` to visualize the dataset and the model.\n\n```python\nl.fit(data=x, labels=y, graph=True)\n```\n
\nThe full code can be found in `/examples/linear_regression.py`\n## Makefile\nA Makefile is included for easy installation.
\nTo install using make run\n```bash\nsudo make\n```\nNote: Superuser privileges are only required if python is installed at `/usr/local/lib`\n## License\nAll code is available under the [MIT License](https://github.com/vivek3141/ml/blob/master/LICENSE.md)\n\n## Contributing\nPull requests are always welcome, so feel free to create one. Please follow the pull request template, so\nyour intention and additions are clear.\n## Contact\nFeel free to contact me by:\n* Email: vivnps.verma@gmail.com\n* GitHub Issue: [create issue](https://github.com/vivek3141/ml/issues/new)\n\n\n",
"description_content_type": "text/markdown",
"docs_url": null,
"download_url": "",
"downloads": {
"last_day": -1,
"last_month": -1,
"last_week": -1
},
"home_page": "https://github.com/vivek3141/ml",
"keywords": "",
"license": "MIT",
"maintainer": "",
"maintainer_email": "",
"name": "ml-python",
"package_url": "https://pypi.org/project/ml-python/",
"platform": "",
"project_url": "https://pypi.org/project/ml-python/",
"project_urls": {
"Homepage": "https://github.com/vivek3141/ml"
},
"release_url": "https://pypi.org/project/ml-python/2.2.1/",
"requires_dist": null,
"requires_python": "",
"summary": "The easiest way to do machine learning",
"version": "2.2.1"
},
"last_serial": 5920193,
"releases": {
"0.1": [
{
"comment_text": "",
"digests": {
"md5": "441b04ea13a6db3d564b9bb642d98ed3",
"sha256": "20338241ed5a16f7fe4780afef4a14b801a0b77683b768db5a9e4e2487b91d20"
},
"downloads": -1,
"filename": "ml_python-0.1-py3-none-any.whl",
"has_sig": false,
"md5_digest": "441b04ea13a6db3d564b9bb642d98ed3",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 3221,
"upload_time": "2018-08-17T07:22:51",
"url": "https://files.pythonhosted.org/packages/74/95/d424e7deb992de165dc2ad564db00c929c8f7622c590edb797a89786ef6a/ml_python-0.1-py3-none-any.whl"
},
{
"comment_text": "",
"digests": {
"md5": "6d447ae1334b2a9c972273cc7523c963",
"sha256": "2396697ffba4510861de194241f4bfddf3820eca0dd86d15d60ae0074d55a4c1"
},
"downloads": -1,
"filename": "ml-python-0.1.tar.gz",
"has_sig": false,
"md5_digest": "6d447ae1334b2a9c972273cc7523c963",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 887,
"upload_time": "2018-08-17T07:11:46",
"url": "https://files.pythonhosted.org/packages/14/23/d1985a3dbf89ad367ac691f73803c1d425c03aa9126cb944fa7289f3289e/ml-python-0.1.tar.gz"
}
],
"0.10": [
{
"comment_text": "",
"digests": {
"md5": "3a2f5bfe73665f9e4f310122fb1cc07f",
"sha256": "4a7d3e797cc68b0a5612593f2824798cdd83ae42354c49a4f1fcd140d6c24cbf"
},
"downloads": -1,
"filename": "ml_python-0.10-py3-none-any.whl",
"has_sig": false,
"md5_digest": "3a2f5bfe73665f9e4f310122fb1cc07f",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 1884,
"upload_time": "2018-09-14T22:13:17",
"url": "https://files.pythonhosted.org/packages/ad/63/325f8ac3983defdefe4dce53dabf5f8a5b17ea300486691087a0bd5693fb/ml_python-0.10-py3-none-any.whl"
}
],
"0.11": [
{
"comment_text": "",
"digests": {
"md5": "0f45ef03cb1102b423916a7001d2f0f8",
"sha256": "f40296fb5d25e95495d2a6153ef50d494012c4c0da34e58a83d010fc84b478ae"
},
"downloads": -1,
"filename": "ml_python-0.11-py3-none-any.whl",
"has_sig": false,
"md5_digest": "0f45ef03cb1102b423916a7001d2f0f8",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 3444,
"upload_time": "2018-10-03T03:57:41",
"url": "https://files.pythonhosted.org/packages/6e/ce/cda9e60c5e7b1b1642d3d1c93180063545cb414a6e5c100e469fb1e480cd/ml_python-0.11-py3-none-any.whl"
}
],
"0.12": [
{
"comment_text": "",
"digests": {
"md5": "97c03e7528edcedbe62cba4f9d31e9bf",
"sha256": "405332716f2b8dd14fe874a52263ccfb7b8d4c4a7b15280e0a60e9152566a178"
},
"downloads": -1,
"filename": "ml_python-0.12-py3-none-any.whl",
"has_sig": false,
"md5_digest": "97c03e7528edcedbe62cba4f9d31e9bf",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 3444,
"upload_time": "2018-10-03T04:16:14",
"url": "https://files.pythonhosted.org/packages/5a/7a/b14ad22ff8d7394945de6fbf6537645f38cfda0c799fb3073c0ff2412a87/ml_python-0.12-py3-none-any.whl"
}
],
"0.13": [
{
"comment_text": "",
"digests": {
"md5": "d764a9ca12735eb4d4fb15171d188360",
"sha256": "2a809ce23a55ecdf9eaddb97b62d949f068603d147889f17dd4b9d845412fc8d"
},
"downloads": -1,
"filename": "ml_python-0.13-py3-none-any.whl",
"has_sig": false,
"md5_digest": "d764a9ca12735eb4d4fb15171d188360",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2668,
"upload_time": "2018-10-03T04:27:58",
"url": "https://files.pythonhosted.org/packages/2f/dc/27b2ebd544af92174b5bf629f0d0c7cbeabf9be6688eb611de64c0c46b8d/ml_python-0.13-py3-none-any.whl"
}
],
"0.14": [
{
"comment_text": "",
"digests": {
"md5": "fdec20bed931f12a0092be16172396f0",
"sha256": "6973b76fcac4b2b617028f28c22254f911a2b93e16bc173e59df3518075b20e9"
},
"downloads": -1,
"filename": "ml_python-0.14-py3-none-any.whl",
"has_sig": false,
"md5_digest": "fdec20bed931f12a0092be16172396f0",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2667,
"upload_time": "2018-10-03T04:27:44",
"url": "https://files.pythonhosted.org/packages/61/2e/9cb004d79278f21054dc66185794a45854dff7213807e0803920aa6f7015/ml_python-0.14-py3-none-any.whl"
}
],
"0.15": [
{
"comment_text": "",
"digests": {
"md5": "5d621acf80a0c6d5a5f53d7a3cc6f78f",
"sha256": "90dacdd2c7f9160e953e9826b71d05f23cf63889cb1302929cc4b0d316813cb0"
},
"downloads": -1,
"filename": "ml_python-0.15-py3-none-any.whl",
"has_sig": false,
"md5_digest": "5d621acf80a0c6d5a5f53d7a3cc6f78f",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2668,
"upload_time": "2018-10-03T04:29:28",
"url": "https://files.pythonhosted.org/packages/d4/c0/7ace5aa74aafd76c18371aee9cd96e9345e8b14270d633d09394d186013e/ml_python-0.15-py3-none-any.whl"
}
],
"0.16": [
{
"comment_text": "",
"digests": {
"md5": "ebe63e3f805e37c1c8fef1a2d3e4b0e7",
"sha256": "6ff19f32bae21cdd819db239cadc50ed0dc9b2ebaeb7cfad0cc701b4cec54c0b"
},
"downloads": -1,
"filename": "ml_python-0.16-py3-none-any.whl",
"has_sig": false,
"md5_digest": "ebe63e3f805e37c1c8fef1a2d3e4b0e7",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2674,
"upload_time": "2018-10-05T06:28:25",
"url": "https://files.pythonhosted.org/packages/3c/30/14b4c79ce9350fabea23c38bb9a422ea7807e7a34d75e36ca36dfddae385/ml_python-0.16-py3-none-any.whl"
}
],
"0.17": [
{
"comment_text": "",
"digests": {
"md5": "c69aa445bddbd82f8d309f593215b9cb",
"sha256": "a721e9310efa174420e452cfb0e8b667181880816a1fea4b836ae48e6d057e65"
},
"downloads": -1,
"filename": "ml_python-0.17-py3-none-any.whl",
"has_sig": false,
"md5_digest": "c69aa445bddbd82f8d309f593215b9cb",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2675,
"upload_time": "2018-10-05T21:30:36",
"url": "https://files.pythonhosted.org/packages/b5/89/3cf819b2a35e42d3bbebc6642d61a8233603e6abab8c7f2a72ed07817e50/ml_python-0.17-py3-none-any.whl"
}
],
"0.18": [
{
"comment_text": "",
"digests": {
"md5": "734923e2faf87caf9108aadc5eddf0d8",
"sha256": "d180f3106a7b2ed4cb28bc910f870c47b7b9bed7e8b9bdab787e9e8e714d7722"
},
"downloads": -1,
"filename": "ml_python-0.18-py3-none-any.whl",
"has_sig": false,
"md5_digest": "734923e2faf87caf9108aadc5eddf0d8",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2674,
"upload_time": "2018-10-07T01:42:29",
"url": "https://files.pythonhosted.org/packages/1e/b1/7059ddda95919319f38bf0d9ef3e063b2e5904b6ced2d47b79e817729075/ml_python-0.18-py3-none-any.whl"
}
],
"0.19": [
{
"comment_text": "",
"digests": {
"md5": "496431f7ba759645e6a2f086df6bc29c",
"sha256": "f72d5c44583aa5f9495244d333583ba5df3b7c1b5b93bf2999236df7b36f1be6"
},
"downloads": -1,
"filename": "ml_python-0.19-py3-none-any.whl",
"has_sig": false,
"md5_digest": "496431f7ba759645e6a2f086df6bc29c",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2675,
"upload_time": "2018-10-08T02:33:47",
"url": "https://files.pythonhosted.org/packages/d5/b2/29947db4e29dffc1fb1f1da71c60907aa0fc95440891af37f75d43f8924c/ml_python-0.19-py3-none-any.whl"
}
],
"0.2": [
{
"comment_text": "",
"digests": {
"md5": "137f8096ba4d26cf898f76dbc6810339",
"sha256": "669bb2dac93240929d1cdedb06e9ad7b27c7adc1514ba1f41cdaab59340aedb6"
},
"downloads": -1,
"filename": "ml_python-0.2-py3-none-any.whl",
"has_sig": false,
"md5_digest": "137f8096ba4d26cf898f76dbc6810339",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 3221,
"upload_time": "2018-08-17T07:25:03",
"url": "https://files.pythonhosted.org/packages/f8/2e/458df8b38f242a46436bcf68327ec05325db3e5c4443978b42bd2fe1624d/ml_python-0.2-py3-none-any.whl"
}
],
"0.20": [
{
"comment_text": "",
"digests": {
"md5": "f7fc1f272dcd99ae86f0dbfcfbc224c8",
"sha256": "43bdc3b04ce11981df9fb9d7080a909af175f0d9ce0e957a225a66bddd66ee9a"
},
"downloads": -1,
"filename": "ml_python-0.20-py3-none-any.whl",
"has_sig": false,
"md5_digest": "f7fc1f272dcd99ae86f0dbfcfbc224c8",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2826,
"upload_time": "2018-10-08T21:55:41",
"url": "https://files.pythonhosted.org/packages/4d/3c/f9ab261bcb4dd441b71c8dfb76e30b77001c1f6771fd89d32f17264dda99/ml_python-0.20-py3-none-any.whl"
}
],
"0.4": [
{
"comment_text": "",
"digests": {
"md5": "0040eb8d67e9356e4c7b376ff1a7a0e1",
"sha256": "506ceed2ecc8af64051d459f1db52d33cfb2ada477efe9370160887772e0a519"
},
"downloads": -1,
"filename": "ml_python-0.4-py3-none-any.whl",
"has_sig": false,
"md5_digest": "0040eb8d67e9356e4c7b376ff1a7a0e1",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 9772,
"upload_time": "2018-09-02T01:54:27",
"url": "https://files.pythonhosted.org/packages/60/96/91ce48fc12be6b3633d93a94ceea961ccf6b5bf396b55ff106f5598f860a/ml_python-0.4-py3-none-any.whl"
}
],
"0.5": [
{
"comment_text": "",
"digests": {
"md5": "7e780be873f5ffc9a7cf518229d785df",
"sha256": "578f2b6e8cbcf3cf588141cbb8a83026fac2c62f956f0a6419333f06ef51edfe"
},
"downloads": -1,
"filename": "ml_python-0.5-py3-none-any.whl",
"has_sig": false,
"md5_digest": "7e780be873f5ffc9a7cf518229d785df",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 10218,
"upload_time": "2018-09-03T18:27:46",
"url": "https://files.pythonhosted.org/packages/2c/25/4ce3fde587d6f004e3cd387621ec129cf06fd3fdf60f757bd30c6f74631a/ml_python-0.5-py3-none-any.whl"
}
],
"0.6": [
{
"comment_text": "",
"digests": {
"md5": "c863964843793fc38c540299d493373d",
"sha256": "076aca2530e2c28b0d2cf50b7858b86edaa82b10ade810f34cc1f9b6597aa7af"
},
"downloads": -1,
"filename": "ml_python-0.6-py3-none-any.whl",
"has_sig": false,
"md5_digest": "c863964843793fc38c540299d493373d",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 10230,
"upload_time": "2018-09-03T18:31:06",
"url": "https://files.pythonhosted.org/packages/86/94/be431f89fc6c11f22ca5d794f3c965e8bf631394c140a7cc89b9c02bc1a9/ml_python-0.6-py3-none-any.whl"
}
],
"0.7": [
{
"comment_text": "",
"digests": {
"md5": "e1b20def73d15ee832c9a90b5adb3221",
"sha256": "74f953677fecd1f19285cd8b3125c722442f60af6f15d237461f33f035890c27"
},
"downloads": -1,
"filename": "ml_python-0.7-py3-none-any.whl",
"has_sig": false,
"md5_digest": "e1b20def73d15ee832c9a90b5adb3221",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 10231,
"upload_time": "2018-09-03T18:33:26",
"url": "https://files.pythonhosted.org/packages/fe/61/53e3f76b8cc208a806b59abcbe306ae0f7985a2b29b0d694190153a3f481/ml_python-0.7-py3-none-any.whl"
}
],
"0.8": [
{
"comment_text": "",
"digests": {
"md5": "72fc9b0f53dae562c894e7dae0edadf0",
"sha256": "5d29d92fabacb8ade11540a26aeb3d54f3d1736ba6ad72453151b465078dc8d0"
},
"downloads": -1,
"filename": "ml_python-0.8-py3-none-any.whl",
"has_sig": false,
"md5_digest": "72fc9b0f53dae562c894e7dae0edadf0",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 10279,
"upload_time": "2018-09-03T18:44:52",
"url": "https://files.pythonhosted.org/packages/9f/7a/b9d7b713a9789c218e8eebbbd29a872d4747a18846ce5391e4e0df8015a1/ml_python-0.8-py3-none-any.whl"
}
],
"0.9": [
{
"comment_text": "",
"digests": {
"md5": "58fa028449e5888b6ed497ec93d997f8",
"sha256": "cc0fb29029b83c50065b1b950ec36e24d48a483f526272dc6b0d8ccad5a34bc8"
},
"downloads": -1,
"filename": "ml_python-0.9-py3-none-any.whl",
"has_sig": false,
"md5_digest": "58fa028449e5888b6ed497ec93d997f8",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 10324,
"upload_time": "2018-09-03T19:43:27",
"url": "https://files.pythonhosted.org/packages/92/6e/d00774a2658217a58fa147e908332ee872ccf9b45f24b33e308054aa9cc4/ml_python-0.9-py3-none-any.whl"
}
],
"1.0": [
{
"comment_text": "",
"digests": {
"md5": "dc5093bcf7e2a95c5c5b38d42061e93a",
"sha256": "9d15aec5182a8364538285de875e7326b85cb1b8584c6999651a24124fdac515"
},
"downloads": -1,
"filename": "ml_python-1.0-py3-none-any.whl",
"has_sig": false,
"md5_digest": "dc5093bcf7e2a95c5c5b38d42061e93a",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2813,
"upload_time": "2018-10-15T03:03:10",
"url": "https://files.pythonhosted.org/packages/c2/43/04cfc67c48cd1c5387c1be8d8100e109b6fcf684159cf7a2f9bd01fa663c/ml_python-1.0-py3-none-any.whl"
}
],
"1.1": [
{
"comment_text": "",
"digests": {
"md5": "340bb96d6ed19d0ca652477ad56a754c",
"sha256": "60145622daa6ec9b5907413ca0974b644f58b73cd07ff4f0da151131560440ad"
},
"downloads": -1,
"filename": "ml_python-1.1-py3-none-any.whl",
"has_sig": false,
"md5_digest": "340bb96d6ed19d0ca652477ad56a754c",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2813,
"upload_time": "2018-10-18T03:53:57",
"url": "https://files.pythonhosted.org/packages/76/f9/9f8313f151b7c33b2c2040a48c63f9d5caa8e1faa8178d6fc19e3d3d21d0/ml_python-1.1-py3-none-any.whl"
}
],
"1.10": [
{
"comment_text": "",
"digests": {
"md5": "41f7d3d55c038f73e3af216239329398",
"sha256": "486d4488bc06310f307934efa95bf690b8d1233fe65d25c10fdb2289009f0e28"
},
"downloads": -1,
"filename": "ml_python-1.10-py3-none-any.whl",
"has_sig": false,
"md5_digest": "41f7d3d55c038f73e3af216239329398",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 14929,
"upload_time": "2018-10-30T03:11:31",
"url": "https://files.pythonhosted.org/packages/1f/2f/19270c1f3f9b73b5cb1083243d4069497d1dc6fdc31bd59998dd9ee40f90/ml_python-1.10-py3-none-any.whl"
}
],
"1.11": [
{
"comment_text": "",
"digests": {
"md5": "10686cbe5361dfe7c455487665ad76fa",
"sha256": "b9a56341f23d2f01a90a2679d408e15c169622b592fe9bcd4578d9fc71f408ad"
},
"downloads": -1,
"filename": "ml_python-1.11-py3-none-any.whl",
"has_sig": false,
"md5_digest": "10686cbe5361dfe7c455487665ad76fa",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 15035,
"upload_time": "2018-11-04T00:51:41",
"url": "https://files.pythonhosted.org/packages/cc/c8/5eab254515cb2b690824fa45a92ba634e87912254a2287afed7af79c1647/ml_python-1.11-py3-none-any.whl"
}
],
"1.12": [
{
"comment_text": "",
"digests": {
"md5": "05bc59fb989a17792a81ad38728afaf2",
"sha256": "e43fca36952702aac0577351026b103e45858919760c0ad4369c77ded42ebfb6"
},
"downloads": -1,
"filename": "ml_python-1.12-py3-none-any.whl",
"has_sig": false,
"md5_digest": "05bc59fb989a17792a81ad38728afaf2",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 15036,
"upload_time": "2018-11-04T06:16:29",
"url": "https://files.pythonhosted.org/packages/3c/8e/f4a9405f95f7043393f29e1359bea8db473b40c2443df5a6cacc2f52eca7/ml_python-1.12-py3-none-any.whl"
}
],
"1.13": [
{
"comment_text": "",
"digests": {
"md5": "850d4e9c92fbbd90be5f5cf7eef8c74b",
"sha256": "1e5e6ce4455d914c0ebde9bc82fcb27c9361e8f3a025099e7bf251dfe31fe1d8"
},
"downloads": -1,
"filename": "ml_python-1.13-py3-none-any.whl",
"has_sig": false,
"md5_digest": "850d4e9c92fbbd90be5f5cf7eef8c74b",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 15651,
"upload_time": "2018-11-15T03:04:21",
"url": "https://files.pythonhosted.org/packages/df/87/f2980ce6315dbc3595bf0b5cf25d8b2471b414f225524cc690990da227fd/ml_python-1.13-py3-none-any.whl"
}
],
"1.14": [
{
"comment_text": "",
"digests": {
"md5": "7311dce6d980a7026b38b002ec267367",
"sha256": "1aaf43d57ffb748af79aea6dcb96332520d72faba7b5dead0f60716abf2a2416"
},
"downloads": -1,
"filename": "ml_python-1.14-py3-none-any.whl",
"has_sig": false,
"md5_digest": "7311dce6d980a7026b38b002ec267367",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 18201,
"upload_time": "2018-12-31T01:23:37",
"url": "https://files.pythonhosted.org/packages/76/ea/c95d56c0dc97bc93ab2bd995854c2d9c6319f660e919382f995d1158c936/ml_python-1.14-py3-none-any.whl"
}
],
"1.15": [
{
"comment_text": "",
"digests": {
"md5": "ecba3a332458b9b0d92c78ba7f226072",
"sha256": "18b499beda3c9cfa41e305202ee7c03723197093bc5eb70f43b6529c5d90af09"
},
"downloads": -1,
"filename": "ml_python-1.15-py3-none-any.whl",
"has_sig": false,
"md5_digest": "ecba3a332458b9b0d92c78ba7f226072",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 18151,
"upload_time": "2018-12-31T01:44:22",
"url": "https://files.pythonhosted.org/packages/75/eb/26d27b253b384e4685d2188bfe0a6fb73900ac7ea13a7bfa6b66130321ba/ml_python-1.15-py3-none-any.whl"
}
],
"1.16": [
{
"comment_text": "",
"digests": {
"md5": "b95aaa9e6ca1963e6b6c5df82401491d",
"sha256": "cbf10db4d88aabea3e3cbd045a415c3a6cebb5db940ab8283a40abcf87704e1c"
},
"downloads": -1,
"filename": "ml_python-1.16-py3-none-any.whl",
"has_sig": false,
"md5_digest": "b95aaa9e6ca1963e6b6c5df82401491d",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 17084,
"upload_time": "2018-12-31T02:06:15",
"url": "https://files.pythonhosted.org/packages/cb/f3/41eaba28c2edac3be7a0b300448a6489301329542d285d162c7196bb6201/ml_python-1.16-py3-none-any.whl"
}
],
"1.2": [
{
"comment_text": "",
"digests": {
"md5": "8eff1035bc64ecd7dc5244089696ac09",
"sha256": "9bb210fbab1cdc3c3f168c6d689f6b0ae3d2fd7e2069964d2363622b8a3e583f"
},
"downloads": -1,
"filename": "ml_python-1.2-py3-none-any.whl",
"has_sig": false,
"md5_digest": "8eff1035bc64ecd7dc5244089696ac09",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2813,
"upload_time": "2018-10-23T20:40:18",
"url": "https://files.pythonhosted.org/packages/5c/cc/059fcc8390b01190a8ca3ab55cb6b385068022a4abe2ef87605b314a21dc/ml_python-1.2-py3-none-any.whl"
}
],
"1.3": [
{
"comment_text": "",
"digests": {
"md5": "64df9a6732ba271f19313c2f87663a69",
"sha256": "7e03df1b076c4022f954e46fec0ce2382dfcaa0dbfb83a51b515f40078340f6f"
},
"downloads": -1,
"filename": "ml_python-1.3-py3-none-any.whl",
"has_sig": false,
"md5_digest": "64df9a6732ba271f19313c2f87663a69",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2813,
"upload_time": "2018-10-25T05:55:46",
"url": "https://files.pythonhosted.org/packages/12/1e/9558cff958d98cb8c77ffbb5b8d39a2d2d3a6b765c0d57e92fe989bf9118/ml_python-1.3-py3-none-any.whl"
}
],
"1.4": [
{
"comment_text": "",
"digests": {
"md5": "b772a45ff2c7425584b0c7c8447c2848",
"sha256": "dcc9a1fa65183b40d386f8cf24eaf9a66d5a58b58d5d275f42c57e02e493b0fa"
},
"downloads": -1,
"filename": "ml_python-1.4-py3.6.egg",
"has_sig": false,
"md5_digest": "b772a45ff2c7425584b0c7c8447c2848",
"packagetype": "bdist_egg",
"python_version": "3.6",
"requires_python": null,
"size": 2389,
"upload_time": "2018-10-28T01:02:07",
"url": "https://files.pythonhosted.org/packages/04/f8/ee7ced0eade5d37180db98ac4c01cb9d21ccda6662da2471160e620dc810/ml_python-1.4-py3.6.egg"
},
{
"comment_text": "",
"digests": {
"md5": "9789943aabf185aa2bddabcba7a99f26",
"sha256": "0999991597e40cc7abe2cc6afdbe54218f86b135c9468ccd61a92d341913c238"
},
"downloads": -1,
"filename": "ml_python-1.4-py3-none-any.whl",
"has_sig": false,
"md5_digest": "9789943aabf185aa2bddabcba7a99f26",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2984,
"upload_time": "2018-10-28T00:51:18",
"url": "https://files.pythonhosted.org/packages/7a/b8/0213a9fcad2feaa6f81a08fa7f4952f047d39c4348ae966530fdf9931174/ml_python-1.4-py3-none-any.whl"
}
],
"1.5": [
{
"comment_text": "",
"digests": {
"md5": "5a7b7064b6fac9aea9b048c112ff78c4",
"sha256": "c57d314af07d82b781356966584d2920a20c57eeb272ba121c7060ab62e89494"
},
"downloads": -1,
"filename": "ml_python-1.5-py3-none-any.whl",
"has_sig": false,
"md5_digest": "5a7b7064b6fac9aea9b048c112ff78c4",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 2985,
"upload_time": "2018-10-28T01:02:06",
"url": "https://files.pythonhosted.org/packages/8a/bc/3bffeba7b2b77bd9ca42f7dc344682966a1d1949cc37c2d19108794888c9/ml_python-1.5-py3-none-any.whl"
}
],
"1.6": [
{
"comment_text": "",
"digests": {
"md5": "b08297acf9df33db713bdd1402303683",
"sha256": "872d700165d466a8e6ada7d3f0b91e2a5ef84fdc173006439b31a51dcac9ad72"
},
"downloads": -1,
"filename": "ml_python-1.6-py3-none-any.whl",
"has_sig": false,
"md5_digest": "b08297acf9df33db713bdd1402303683",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 3012,
"upload_time": "2018-10-29T03:58:40",
"url": "https://files.pythonhosted.org/packages/b6/35/b8f3a360a88eee540097655b038fa63224e348900816d29a8a366db74d34/ml_python-1.6-py3-none-any.whl"
}
],
"1.7": [
{
"comment_text": "",
"digests": {
"md5": "1a70f422b7412720263d091775fa8005",
"sha256": "dd1e09dcb028e3cc3a5b35db28b057ffe7fe754647baefb5193275189553b36b"
},
"downloads": -1,
"filename": "ml_python-1.7-py3-none-any.whl",
"has_sig": false,
"md5_digest": "1a70f422b7412720263d091775fa8005",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 3010,
"upload_time": "2018-10-29T04:08:12",
"url": "https://files.pythonhosted.org/packages/c0/7c/4c596886a1ba108863add0b9368551fc21c0fd68bc40d2e3889addbed555/ml_python-1.7-py3-none-any.whl"
}
],
"1.8": [
{
"comment_text": "",
"digests": {
"md5": "f5361404bc341130a63f78a2154464b8",
"sha256": "2726f1f8830ef89f6844f4d1b20a3f721f2d50c44daf04a3e70971e35107e3a7"
},
"downloads": -1,
"filename": "ml_python-1.8-py3-none-any.whl",
"has_sig": false,
"md5_digest": "f5361404bc341130a63f78a2154464b8",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 14906,
"upload_time": "2018-10-30T02:08:42",
"url": "https://files.pythonhosted.org/packages/64/ac/5b93a7a6d0d566b511aa87e1790f8bfe13030bbdd6290d7756c34e6bbafc/ml_python-1.8-py3-none-any.whl"
}
],
"1.9": [
{
"comment_text": "",
"digests": {
"md5": "a8c0f2019b04d09311d54efe108fd8ed",
"sha256": "5369a37adf2007ca787a252be9596c78b184df0127d6d01657e8d64b70674f84"
},
"downloads": -1,
"filename": "ml_python-1.9-py3-none-any.whl",
"has_sig": false,
"md5_digest": "a8c0f2019b04d09311d54efe108fd8ed",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 14908,
"upload_time": "2018-10-30T03:04:03",
"url": "https://files.pythonhosted.org/packages/97/e8/b8e3cbb24e8759c29703dc52f883e463188f9ffce18ea9be05790fef5623/ml_python-1.9-py3-none-any.whl"
}
],
"2.0": [
{
"comment_text": "",
"digests": {
"md5": "a55ab8aa9ce702f3311b13bf06d2b9f1",
"sha256": "b03300259fa8d9ffb437e75d92e502ba8d464563dbdca9dcd26f3d78c7c627e9"
},
"downloads": -1,
"filename": "ml_python-2.0-py3-none-any.whl",
"has_sig": false,
"md5_digest": "a55ab8aa9ce702f3311b13bf06d2b9f1",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 18357,
"upload_time": "2019-01-12T06:30:58",
"url": "https://files.pythonhosted.org/packages/99/a2/7cd43f9a653e619920fa3b3a6338ab8408abaf8b510a598c1e02fe358c00/ml_python-2.0-py3-none-any.whl"
}
],
"2.1": [
{
"comment_text": "",
"digests": {
"md5": "d18083c3a78aa5f5e825b2c2bedbc1e9",
"sha256": "759520665d3c373b203c579f15867e245676cd7d8fb2ba66004562989e5b8dbe"
},
"downloads": -1,
"filename": "ml-python-2.1.tar.gz",
"has_sig": false,
"md5_digest": "d18083c3a78aa5f5e825b2c2bedbc1e9",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 14491,
"upload_time": "2019-03-13T05:17:34",
"url": "https://files.pythonhosted.org/packages/2e/70/057cac503f513477a0bc934196f62caf6a23084dd0b3cc4dd68571a226bb/ml-python-2.1.tar.gz"
}
],
"2.2": [
{
"comment_text": "",
"digests": {
"md5": "86eeb6573e3276a689f262d5745d9e54",
"sha256": "3d6239e8f72601de0decb071dd7aa73ff0f9fbcba608157c7a0fe690058b5bad"
},
"downloads": -1,
"filename": "ml-python-2.2.tar.gz",
"has_sig": false,
"md5_digest": "86eeb6573e3276a689f262d5745d9e54",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 15542,
"upload_time": "2019-03-25T03:58:19",
"url": "https://files.pythonhosted.org/packages/34/17/a6c7e5527c9e158c5bc39a0608b57311d687d811c5cf83ef3dcdc3297936/ml-python-2.2.tar.gz"
}
],
"2.2.1": [
{
"comment_text": "",
"digests": {
"md5": "e240ecbd2dd3d20fc35cbaaea460ce58",
"sha256": "676da1c27407018b2821295f03af4cd36d8a164d11b34bbe6b98a7c00a6df551"
},
"downloads": -1,
"filename": "ml_python-2.2.1-cp37-cp37m-macosx_10_9_x86_64.whl",
"has_sig": false,
"md5_digest": "e240ecbd2dd3d20fc35cbaaea460ce58",
"packagetype": "bdist_wheel",
"python_version": "cp37",
"requires_python": null,
"size": 28691,
"upload_time": "2019-10-02T19:44:25",
"url": "https://files.pythonhosted.org/packages/29/c4/4905c5c8b70613997496cef31d07c7729b6bd68f547ba6ea82910f6d2222/ml_python-2.2.1-cp37-cp37m-macosx_10_9_x86_64.whl"
}
]
},
"urls": [
{
"comment_text": "",
"digests": {
"md5": "e240ecbd2dd3d20fc35cbaaea460ce58",
"sha256": "676da1c27407018b2821295f03af4cd36d8a164d11b34bbe6b98a7c00a6df551"
},
"downloads": -1,
"filename": "ml_python-2.2.1-cp37-cp37m-macosx_10_9_x86_64.whl",
"has_sig": false,
"md5_digest": "e240ecbd2dd3d20fc35cbaaea460ce58",
"packagetype": "bdist_wheel",
"python_version": "cp37",
"requires_python": null,
"size": 28691,
"upload_time": "2019-10-02T19:44:25",
"url": "https://files.pythonhosted.org/packages/29/c4/4905c5c8b70613997496cef31d07c7729b6bd68f547ba6ea82910f6d2222/ml_python-2.2.1-cp37-cp37m-macosx_10_9_x86_64.whl"
}
]
}