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        "author": "Bayu Aldi Yansyah",
        "author_email": "bayualdiyansyah@gmail.com",
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        "description": "Kumparanian |Build Status| |PyPI version|\n=========================================\n\nKumparanian is a set of workflows that optimize Kumparan\u2019s data\nengineering and data scientist hiring process. It cuts down 1-2 working\nday(s) submission review process to just less than an hour.\n\nIf you are our candidate, you need to install ``kumparanian`` using\nfollowing command:\n\n::\n\n   pip install kumparanian \n\nconsult its help command:\n\n::\n\n   % kumparanian ds --help\n   Usage: kumparanian ds [OPTIONS] COMMAND [ARGS]...\n\n     For Data Scientist role.\n\n     Before you submit your trained model, you can verify your trained model\n     using the following command:\n\n     $ kumparanian ds verify YOURMODEL.pickle\n\n     Use the following command to evaluate your trained model against your test\n     dataset:\n\n     $ kumparanian ds evaluate YOURMODEL.pickle test_file.csv\n\n   Options:\n     --help  Show this message and exit.\n\n   Commands:\n     evaluate  Evaluate the model\n     verify    Verify the model\n\n     If you found any issues, feel free report it at:\n     https://github.com/kumparan/kumparanian/issues\n\nthen read our assessment and you should be good.\n\nSubsequent sections are not required for candidate as it intended only\nfor project\u2019s documentation purpose.\n\nKumparan\u2019s Model Interface\n--------------------------\n\nThe first component of Kumparanian is a `Kumparan\u2019s Model\nInterface <./interface/model.py>`__. We\u2019ve designed an interface for\nMachine Learning model that allows us to design a problem to have\ndeterministic result.\n\nThe model interface contains 3 required methods: ``train``, ``predict``\nand ``save``. The candidate will solve the assessment test by implement\nthe ``train`` and ``predict`` methods. We provide ``save`` method to\nhelps the candidate to save the trained model.\n\nRead more about the `Kumparan\u2019s Model\nInterface <./interface/README.md>`__.\n\nKumparanian CLI\n---------------\n\nThe second component of Kumparanian is a ``kumparanian(1)``. This CLI\nwill help the candidate to verify and test their model while also help\nour team to evaluate the candidate\u2019s trained model.\n\n``kumparanian(1)`` can be installed via the following command:\n\n::\n\n   pip install kumparanian\n\nTo get started, run the following command:\n\n::\n\n   kumparanian --help\n\nIf you found any issue, please open new issue here\n`kumparanian/issues <https://github.com/kumparan/kumparanian/issues>`__.\n\n.. |Build Status| image:: https://travis-ci.org/kumparan/kumparanian.svg?branch=master\n   :target: https://travis-ci.org/kumparan/kumparanian\n.. |PyPI version| image:: https://badge.fury.io/py/kumparanian.svg\n   :target: https://badge.fury.io/py/kumparanian\n\n\n",
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