{
    "info": {
        "author": "Jefkine Kafunah",
        "author_email": "jefkine@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Education",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.6",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Software Development :: Libraries",
            "Topic :: Software Development :: Libraries :: Python Modules"
        ],
        "description": "\nzeta-learn\n----------\nzeta-learn is a minimalistic python machine learning library designed to deliver\nfast and easy model prototyping.\n\nzeta-learn aims to provide an extensive understanding of machine learning through\nthe use of straightforward algorithms and readily implemented examples making\nit a useful resource for researchers and students.\n\n * **Documentation:** https://zeta-learn.com\n * **Python versions:** 3.5 and above\n * **Free software:** MIT license\n\nDependencies\n------------\n - numpy >= 1.15.0\n - matplotlib >= 2.0.0\n\nFeatures\n--------\n - Keras like Sequential API for building models.\n - Built on Numpy and Matplotlib.\n - Examples folder with readily implemented machine learning models.\n\nInstall\n-------\n  - pip install ztlearn\n\nExamples\n--------\n\nPrincipal Component Analysis (PCA)\n##################################\n\n`DIGITS Dataset - PCA <https://github.com/jefkine/zeta-learn/blob/master/examples/digits/digits_pca.py>`_\n=====================\n.. image:: /examples/plots/results/pca/digits_pca.png\n      :align: center\n      :alt: digits pca\n\n\n`MNIST Dataset - PCA <https://github.com/jefkine/zeta-learn/blob/master/examples/mnist/mnist_pca.py>`_\n====================\n.. image:: /examples/plots/results/pca/mnist_pca.png\n      :align: center\n      :alt: mnist pca\n\nKMEANS\n######\n\n`K-Means Clustering (4 Clusters) <https://github.com/jefkine/zeta-learn/blob/master/examples/clusters/kmeans_cluestering.py>`_\n================================\n.. image:: /examples/plots/results/kmeans/k_means_4_clusters.png\n      :align: center\n      :alt: k-means (4 clusters)\n\nConvolutional Neural Network (CNN)\n##################################\n\n\n`DIGITS Dataset Model Summary <https://github.com/jefkine/zeta-learn/blob/master/examples/digits/digits_cnn.py>`_\n=============================\n.. code:: html\n\n  DIGITS CNN\n\n  Input Shape: (1, 8, 8)\n  +---------------------+---------+--------------+\n  \u00a6 LAYER TYPE          \u00a6  PARAMS \u00a6 OUTPUT SHAPE \u00a6\n  +---------------------+---------+--------------+\n  \u00a6 Conv2D              \u00a6     320 \u00a6   (32, 8, 8) \u00a6\n  \u00a6 Activation: RELU    \u00a6       0 \u00a6   (32, 8, 8) \u00a6\n  \u00a6 Dropout             \u00a6       0 \u00a6   (32, 8, 8) \u00a6\n  \u00a6 BatchNormalization  \u00a6   4,096 \u00a6   (32, 8, 8) \u00a6\n  \u00a6 Conv2D              \u00a6  18,496 \u00a6   (64, 8, 8) \u00a6\n  \u00a6 Activation: RELU    \u00a6       0 \u00a6   (64, 8, 8) \u00a6\n  \u00a6 MaxPooling2D        \u00a6       0 \u00a6   (64, 7, 7) \u00a6\n  \u00a6 Dropout             \u00a6       0 \u00a6   (64, 7, 7) \u00a6\n  \u00a6 BatchNormalization  \u00a6   6,272 \u00a6   (64, 7, 7) \u00a6\n  \u00a6 Flatten             \u00a6       0 \u00a6     (3,136,) \u00a6\n  \u00a6 Dense               \u00a6 803,072 \u00a6       (256,) \u00a6\n  \u00a6 Activation: RELU    \u00a6       0 \u00a6       (256,) \u00a6\n  \u00a6 Dropout             \u00a6       0 \u00a6       (256,) \u00a6\n  \u00a6 BatchNormalization  \u00a6     512 \u00a6       (256,) \u00a6\n  \u00a6 Dense               \u00a6   2,570 \u00a6        (10,) \u00a6\n  +---------------------+---------+--------------+\n\n  TOTAL PARAMETERS: 835,338\n\nDIGITS Dataset Model Results\n============================\n.. image:: /examples/plots/results/cnn/digits_cnn_tiled_results.png\n      :align: center\n      :alt: digits cnn results tiled\n\nDIGITS Dataset Model Loss\n=========================\n.. image:: /examples/plots/results/cnn/digits_cnn_loss_graph.png\n      :align: center\n      :alt: digits model loss\n\nDIGITS Dataset Model Accuracy\n=============================\n.. image:: /examples/plots/results/cnn/digits_cnn_accuracy_graph.png\n      :align: center\n      :alt: digits model accuracy\n\n`MNIST Dataset Model Summary <https://github.com/jefkine/zeta-learn/blob/master/examples/mnist/mnist_cnn.py>`_\n============================\n.. code:: html\n\n  MNIST CNN\n\n  Input Shape: (1, 28, 28)\n  +---------------------+------------+--------------+\n  \u00a6 LAYER TYPE          \u00a6     PARAMS \u00a6 OUTPUT SHAPE \u00a6\n  +---------------------+------------+--------------+\n  \u00a6 Conv2D              \u00a6        320 \u00a6 (32, 28, 28) \u00a6\n  \u00a6 Activation: RELU    \u00a6          0 \u00a6 (32, 28, 28) \u00a6\n  \u00a6 Dropout             \u00a6          0 \u00a6 (32, 28, 28) \u00a6\n  \u00a6 BatchNormalization  \u00a6     50,176 \u00a6 (32, 28, 28) \u00a6\n  \u00a6 Conv2D              \u00a6     18,496 \u00a6 (64, 28, 28) \u00a6\n  \u00a6 Activation: RELU    \u00a6          0 \u00a6 (64, 28, 28) \u00a6\n  \u00a6 MaxPooling2D        \u00a6          0 \u00a6 (64, 27, 27) \u00a6\n  \u00a6 Dropout             \u00a6          0 \u00a6 (64, 27, 27) \u00a6\n  \u00a6 BatchNormalization  \u00a6     93,312 \u00a6 (64, 27, 27) \u00a6\n  \u00a6 Flatten             \u00a6          0 \u00a6    (46,656,) \u00a6\n  \u00a6 Dense               \u00a6 11,944,192 \u00a6       (256,) \u00a6\n  \u00a6 Activation: RELU    \u00a6          0 \u00a6       (256,) \u00a6\n  \u00a6 Dropout             \u00a6          0 \u00a6       (256,) \u00a6\n  \u00a6 BatchNormalization  \u00a6        512 \u00a6       (256,) \u00a6\n  \u00a6 Dense               \u00a6      2,570 \u00a6        (10,) \u00a6\n  +---------------------+------------+--------------+\n\n  TOTAL PARAMETERS: 12,109,578\n\nMNIST Dataset Model Results\n===========================\n.. image:: /examples/plots/results/cnn/mnist_cnn_tiled_results.png\n      :align: center\n      :alt: mnist cnn results tiled\n\n\nRegression\n##########\n\n`Linear Regression <https://github.com/jefkine/zeta-learn/blob/master/examples/boston/boston_linear_regression.py>`_\n==================\n.. image:: /examples/plots/results/regression/linear_regression.png\n      :align: center\n      :alt: linear regression\n\n`Polynomial Regression <https://github.com/jefkine/zeta-learn/blob/master/examples/boston/boston_polynomial_regression.py>`_\n======================\n.. image:: /examples/plots/results/regression/polynomial_regression.png\n      :align: center\n      :alt: polynomial regression\n\n`Elastic Regression <https://github.com/jefkine/zeta-learn/blob/master/examples/boston/boston_elastic_regression.py>`_\n=================\n.. image:: /examples/plots/results/regression/elastic_regression.png\n      :align: center\n      :alt: elastic regression\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/jefkine/zeta-learn",
        "keywords": "",
        "license": "MIT",
        "maintainer": "",
        "maintainer_email": "",
        "name": "ztlearn",
        "package_url": "https://pypi.org/project/ztlearn/",
        "platform": "",
        "project_url": "https://pypi.org/project/ztlearn/",
        "project_urls": {
            "Homepage": "https://github.com/jefkine/zeta-learn"
        },
        "release_url": "https://pypi.org/project/ztlearn/1.1.5/",
        "requires_dist": [
            "numpy",
            "matplotlib",
            "scipy"
        ],
        "requires_python": ">=3.5.0",
        "summary": "Minimalistic Python Machine Learning Toolkit.",
        "version": "1.1.5"
    },
    "last_serial": 5980924,
    "releases": {
        "1.0.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "ab6e3a09852d8d94afba4d2383424ed8",
                    "sha256": "80c197e831173504b226022315e9b8b970f663d5270d757b9dd44b49f03045e0"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "ab6e3a09852d8d94afba4d2383424ed8",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 46566,
                "upload_time": "2018-06-11T22:17:05",
                "url": "https://files.pythonhosted.org/packages/94/0d/e4315140b00818e17008d0cde6871c09875f859625386f09790bea8f96d4/ztlearn-1.0.0-py3-none-any.whl"
            }
        ],
        "1.0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "4c0026b6310c167f4a871fc3e1b82581",
                    "sha256": "83f79133f0d0036e850b71a38c0774679295cc2796940469727c09328ea4e4bc"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "4c0026b6310c167f4a871fc3e1b82581",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 47523,
                "upload_time": "2018-06-13T22:03:06",
                "url": "https://files.pythonhosted.org/packages/64/b0/5dbafbf98f4442b4e98276e69e486b2280635cf559044bd42a9941d0aa97/ztlearn-1.0.1-py3-none-any.whl"
            }
        ],
        "1.0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "e8764df10f0a229459542950ded54776",
                    "sha256": "a2b848861106a75e89770e31a983684a88fd825f8be84bed3672690277f86dcb"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "e8764df10f0a229459542950ded54776",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 47520,
                "upload_time": "2018-06-13T23:06:35",
                "url": "https://files.pythonhosted.org/packages/00/16/d1bd3fd98c969969d367e4accb5125e651f769c867619ba3e1842cc50e70/ztlearn-1.0.2-py3-none-any.whl"
            }
        ],
        "1.0.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "44152ffc9b6f927fffb91c1e4982e43f",
                    "sha256": "c20b680eaa89a993155b789bd1ceef69a205df42f2a0aab91ad8b2e51ded7b94"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.3-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "44152ffc9b6f927fffb91c1e4982e43f",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 49596,
                "upload_time": "2018-06-14T23:33:51",
                "url": "https://files.pythonhosted.org/packages/c8/69/575647282fbcaf7ce775d84e0edf0ea37437f569d79e0d783f10bd4c3c64/ztlearn-1.0.3-py3-none-any.whl"
            }
        ],
        "1.0.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "17a0fc2a4f97b58ca367533f083370ec",
                    "sha256": "2589c489b93756dc656c0a6cf695f588c87c0635e294ccde1999fd279da70ec6"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.4-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "17a0fc2a4f97b58ca367533f083370ec",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 48939,
                "upload_time": "2018-08-08T23:59:18",
                "url": "https://files.pythonhosted.org/packages/51/e6/0ef21eb0f76721e86ff42bf761ff24f6ee0efcaefd522eba1bcf5ae2f8c7/ztlearn-1.0.4-py3-none-any.whl"
            }
        ],
        "1.0.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "258b047e86451f2530fca6f691b2b072",
                    "sha256": "f3b1059b2d1c55c5963c02935ecb176f4adb07b78f6b6f5a5e167fd3266b26b8"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.5-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "258b047e86451f2530fca6f691b2b072",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 49440,
                "upload_time": "2018-08-14T14:01:02",
                "url": "https://files.pythonhosted.org/packages/31/28/f5579a9195a3cecb9761f3ede48b5941e6332203f9e93848075434bfc8f9/ztlearn-1.0.5-py3-none-any.whl"
            }
        ],
        "1.0.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "419d227ba2f9b04905db0b3050ebe2f0",
                    "sha256": "792faf678b627fe42bbd003eee88b5d649bbad1ecbb942d477a57bac540c662a"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.6-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "419d227ba2f9b04905db0b3050ebe2f0",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 51699,
                "upload_time": "2018-09-09T06:39:44",
                "url": "https://files.pythonhosted.org/packages/cf/bf/050236a139bef3efe9c0785f9a8be89500d63de54fd385672220e31aa324/ztlearn-1.0.6-py3-none-any.whl"
            }
        ],
        "1.0.7": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "0c502d5110fa5ceb756ec041e397f565",
                    "sha256": "a1a727b99962149b9371c7a1384fc109b30f577f771f6d197cb583379b40abb7"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.7-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "0c502d5110fa5ceb756ec041e397f565",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 54418,
                "upload_time": "2018-10-29T23:37:27",
                "url": "https://files.pythonhosted.org/packages/3f/80/44e74645c7fdbbbdd02934184ad904444fc0dafc60ad611839e99f5b231b/ztlearn-1.0.7-py3-none-any.whl"
            }
        ],
        "1.0.8": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "b042fef0de839e90fa2b875fb45b675b",
                    "sha256": "e9debf974927524438fb4dfc58a410d1c0092b91722763942def8570632c9b0c"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.8-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "b042fef0de839e90fa2b875fb45b675b",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 60391,
                "upload_time": "2018-12-09T21:39:10",
                "url": "https://files.pythonhosted.org/packages/f2/06/c600573603177b82e5d2ca409516110b3084169ecb327383821c6e674f67/ztlearn-1.0.8-py3-none-any.whl"
            }
        ],
        "1.0.9": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c3ec805241db7b4da31a5be9996464fa",
                    "sha256": "0e0998466d752b19b0b2851c8e9cbc024a286937800debb29877e0a3cd4dcbb7"
                },
                "downloads": -1,
                "filename": "ztlearn-1.0.9-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "c3ec805241db7b4da31a5be9996464fa",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 62775,
                "upload_time": "2019-02-11T21:18:26",
                "url": "https://files.pythonhosted.org/packages/26/ed/6cce7391e1aad3caf39ae12ccd595c347bac6e1880119109d83ad23be445/ztlearn-1.0.9-py3-none-any.whl"
            }
        ],
        "1.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f505ea3b7d760788c44fb93625a52ebf",
                    "sha256": "bdadcabffc3dc7b6d10c2b0f039992d776f44bc282c4ba9075523f1e9ad519ee"
                },
                "downloads": -1,
                "filename": "ztlearn-1.1.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "f505ea3b7d760788c44fb93625a52ebf",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 64909,
                "upload_time": "2019-02-11T21:33:01",
                "url": "https://files.pythonhosted.org/packages/7e/79/6997edd2fad54e5feb5547eef70527a3c78d2cc81f279062f9132f050e1b/ztlearn-1.1.0-py3-none-any.whl"
            }
        ],
        "1.1.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "3e411ca08f635e2c474d30b76b4460a7",
                    "sha256": "5a3051ce85c62e85b9e5f0503b2076942e4b059902c7a2fbdb8ed3b4fc022e8c"
                },
                "downloads": -1,
                "filename": "ztlearn-1.1.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "3e411ca08f635e2c474d30b76b4460a7",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 64906,
                "upload_time": "2019-02-11T22:17:29",
                "url": "https://files.pythonhosted.org/packages/60/e5/e2c0b3b419c8c45b4004e501f4aa6d64d697844f1a4c239599c66f5376fc/ztlearn-1.1.1-py3-none-any.whl"
            }
        ],
        "1.1.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "66346573ed4f09390cc82c4f7319e266",
                    "sha256": "237d9c88eed3c6d4b700e330937d47903f86aa2cc2ace682659846fc55088a97"
                },
                "downloads": -1,
                "filename": "ztlearn-1.1.2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "66346573ed4f09390cc82c4f7319e266",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 65084,
                "upload_time": "2019-02-11T23:25:58",
                "url": "https://files.pythonhosted.org/packages/94/bf/0df40b7ca2a92edd44acd925d0d86b3047eaac108a887cc0e8cb63045377/ztlearn-1.1.2-py3-none-any.whl"
            }
        ],
        "1.1.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "61b1d18e1d35c8fddaf57e262d1c8803",
                    "sha256": "3a7479c68033346b0602bc75d6cc3d0f629ffa1e9cff13672b359ec5dc3d019e"
                },
                "downloads": -1,
                "filename": "ztlearn-1.1.4-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "61b1d18e1d35c8fddaf57e262d1c8803",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 66577,
                "upload_time": "2019-03-01T08:51:47",
                "url": "https://files.pythonhosted.org/packages/ec/41/f78f81b08d22fc670a45f4e5c34ae04435c013ae07d8eabdd7670ad0c16d/ztlearn-1.1.4-py3-none-any.whl"
            }
        ],
        "1.1.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "b5efff6bab29fac12cdfe91a5a52c077",
                    "sha256": "43295653d78d34657d90094d5bf8c9abe4b85f99a1d408a4503e160cd9e2c42b"
                },
                "downloads": -1,
                "filename": "ztlearn-1.1.5-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "b5efff6bab29fac12cdfe91a5a52c077",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.5.0",
                "size": 70606,
                "upload_time": "2019-10-16T02:57:04",
                "url": "https://files.pythonhosted.org/packages/41/a0/37d424c5842d7ad53de423040356a49fdd5cf3bfe35fc6103ba00576d034/ztlearn-1.1.5-py3-none-any.whl"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "b5efff6bab29fac12cdfe91a5a52c077",
                "sha256": "43295653d78d34657d90094d5bf8c9abe4b85f99a1d408a4503e160cd9e2c42b"
            },
            "downloads": -1,
            "filename": "ztlearn-1.1.5-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "b5efff6bab29fac12cdfe91a5a52c077",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": ">=3.5.0",
            "size": 70606,
            "upload_time": "2019-10-16T02:57:04",
            "url": "https://files.pythonhosted.org/packages/41/a0/37d424c5842d7ad53de423040356a49fdd5cf3bfe35fc6103ba00576d034/ztlearn-1.1.5-py3-none-any.whl"
        }
    ]
}