{ "info": { "author": "Brian Lucena / Ramesh Sampath", "author_email": "brianlucena@gmail.com", "bugtrack_url": null, "classifiers": [ "Development Status :: 2 - Pre-Alpha", "Intended Audience :: Developers", "License :: OSI Approved :: MIT License", "Natural Language :: English", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.4", "Programming Language :: Python :: 3.5", "Programming Language :: Python :: 3.6", "Programming Language :: Python :: 3.7", "Programming Language :: Python :: 3.8" ], "description": "ML Insights\n===========\n\nWelcome to ML-Insights!\n\nThis package contains two core sets of functions:\n\n1) Calibration\n2) Interpreting Models\n\nFor probability calibration, the main class is `SplineCalib`. Given a set of model outputs and the \"true\" classes, you can `fit` a SplineCalib object. That object can then be used to `calibrate` future model predictions post-hoc.\n\n.. code-block:: python\n\n >>> model.fit(X_train, y_train)\n >>> sc = mli.SplineCalib()\n >>> sc.fit(X_valid, y_valid)\n >>> uncalib_preds = model.predict_proba(X_test)\n >>> calib_preds = sc.calibrate(uncalib_preds)\n\n\n.. code-block:: python\n\n >>> cv_preds = mli.cv_predictions(model, X_train, y_train)\n >>> model.fit(X_train, y_train)\n >>> sc = mli.SplineCalib()\n >>> sc.fit(cv_preds, y_train)\n >>> uncalib_preds = model.predict_proba(X_test)\n >>> calib_preds = sc.calibrate(uncalib_preds)\n\n\n\nFor model interpretability, we provide the `ice_plot` and `histogram_pair` functions as well as other tools.\n\n\n.. code-block:: python\n\n >>> rd = mli.get_range_dict(X_train)\n >>> mli.ice_plot(model, X_test.sample(3), X_train.columns, rd)\n\n.. code-block:: python\n\n >>> mli.histogram_pair(df.outcome, df.feature, bins=np.linspace(0,100,11))\n\nPlease see the documentation and examples at the links below.\n\n\n- `Documentation `_\n- `Notebook Examples and Usage `_\n\n\nPython\n------\nPython 3.4+\n\n\nDisclaimer\n==========\n\nWe have tested this tool to the best of our ability, but understand that it may have bugs. It was most recently developed on Python 3.7.3. Use at your own risk, but feel free to report any bugs to our github. \n\n\nInstallation\n=============\n\n.. code-block:: bash\n\n $ pip install ml_insights\n\n\nUsage\n======\n\n.. code-block:: python\n\n >>> import ml_insights as mli\n >>> xray = mli.ModelXRay(model, data)\n\n.. code-block:: python\n\n\t>>> rfm = RandomForestClassifier(n_estimators = 500, class_weight='balanced_subsample')\n\t>>> rfm_cv = mli.SplineCalibratedClassifierCV(rfm)\n\t>>> rfm_cv.fit(X_train,y_train)\n\t>>> test_res_calib_cv = rfm_cv.predict_proba(X_test)[:,1]\n\t>>> log_loss(y_test,test_res_calib_cv)\n\nSource\n======\n\nFind the latest version on github: https://github.com/numeristical/introspective\n\nFeel free to fork and contribute!\n\nLicense\n=======\n\nFree software: `MIT license `_\n\nDeveloped By\n============\n\n- Brian Lucena\n- Ramesh Sampath\n\nReferences\n==========\n\nAlex Goldstein, Adam Kapelner, Justin Bleich, and Emil Pitkin. 2014. 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