{ "info": { "author": "Scott Clay", "author_email": "scottclay8@gmail.com", "bugtrack_url": null, "classifiers": [ "Intended Audience :: Developers", "Intended Audience :: Science/Research", "Operating System :: MacOS", "Operating System :: Microsoft :: Windows", "Operating System :: Unix", "Programming Language :: Python :: 3", "Topic :: Scientific/Engineering", "Topic :: Software Development" ], "description": "# MLLytics\n\n## Installation instructions \n```pip install MLLytics```\nor\n```python setup.py install```\n\n## Update pypi instructions (for me)\nCreates the package\n```python setup.py sdist bdist_wheel```\nUpload package\n```twine upload --repository pypi *version_files*```\n\n## Future\n### Improvements and cleanup\n* Allow figure size and font sizes to be passed into plotting functions\n* Comment all functions and classes\n* Add type hinting to all functions and classes (https://mypy.readthedocs.io/en/latest/cheat_sheet_py3.html)\n* Example guides for each function in jupyter notebooks\n* MultiClassMetrics should inherit from ClassMetrics\n\n### Cosmetic\n* Fix size of confusion matrix \n* Check works with matplotlib 3\n* Tidy up legends and annotation text on plots\n* Joy plots\n* Brier score for calibration plot\n* Tidy up cross validation and plots (also repeated cross-validation)\n* Acc-thresholds graph\n\n\n\n### Big push\n* Scoring functions\n* MultiClassMetrics class to inherit from ClassMetrics and share common functions\n* More output stats in overviews\n* Update reliability plot https://machinelearningmastery.com/calibrated-classification-model-in-scikit-learn/\n* Tests\n* Switch from my metrics to sklearn metrics where it makes sense? aka \n```fpr, tpr, thresholds = roc_curve(y[test], probas_[:, 1])```\nand more general macro/micro average metrics from: https://scikit-learn.org/stable/modules/generated/sklearn.metrics.recall_score.html#sklearn.metrics.recall_score\n* Additional metrics (sensitivity, specificity, precision, negative predictive value, FPR, FNR, \nfalse discovery rate, accuracy, F1 score\n\n\n## Contributing Authors\n* Scott Clay\n* David Sullivan\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/scottclay/MLLytics", "keywords": "", "license": "MIT", "maintainer": "", "maintainer_email": "", "name": "MLLytics", "package_url": "https://pypi.org/project/MLLytics/", "platform": "", "project_url": "https://pypi.org/project/MLLytics/", "project_urls": { "Homepage": "https://github.com/scottclay/MLLytics" }, "release_url": "https://pypi.org/project/MLLytics/0.1.12/", "requires_dist": [ "numpy (>=1.14.3)", "matplotlib (>=2.2.2)", "seaborn (>=0.8.1)", "pandas (>=0.23.0)", "scikit-learn (>=0.19.1)" ], "requires_python": "", "summary": "A library of tools for easier evaluation of ML models.", "version": "0.1.12" }, "last_serial": 5333753, "releases": { "0.1.0": [ { 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