Metadata-Version: 2.1
Name: model-inspector
Version: 0.0.5
Summary: Inspect machine learning models
Home-page: https://github.com/gsganden/model_inspector/tree/master/
Author: Greg Gandenberger
Author-email: gsganden@gmail.com
License: Apache Software License 2.0
Description: # Model Inspector
        > Inspect machine learning models
        
        
        ## Install
        
        `pip install model_inspector`
        
        ## How to Use
        
        Example:
        
        ```python
        from IPython.display import HTML
        import sklearn.datasets
        from sklearn.linear_model import LinearRegression
        
        from model_inspector.sklearn import generate_linear_model_html
        ```
        
        ```python
        diabetes = sklearn.datasets.load_diabetes()
        X, y = diabetes["data"], diabetes["target"]
        
        HTML(
            generate_linear_model_html(
                model=LinearRegression().fit(X, y),
                feature_names=diabetes["feature_names"],
                target_name="progression",
            )
        )
        ```
        
        
        
        
        
        <span style='color:red'>progression</span>
        = <span style='color:purple'>152.13</span>
        
            <span style='color:green'>- 10.01</span>
            * <span style='color:blue'>age</span>
        
            <span style='color:green'>- 239.82</span>
            * <span style='color:blue'>sex</span>
        
            <span style='color:green'>+ 519.84</span>
            * <span style='color:blue'>bmi</span>
        
            <span style='color:green'>+ 324.39</span>
            * <span style='color:blue'>bp</span>
        
            <span style='color:green'>- 792.18</span>
            * <span style='color:blue'>s1</span>
        
            <span style='color:green'>+ 476.75</span>
            * <span style='color:blue'>s2</span>
        
            <span style='color:green'>+ 101.04</span>
            * <span style='color:blue'>s3</span>
        
            <span style='color:green'>+ 177.06</span>
            * <span style='color:blue'>s4</span>
        
            <span style='color:green'>+ 751.28</span>
            * <span style='color:blue'>s5</span>
        
            <span style='color:green'>+ 67.63</span>
            * <span style='color:blue'>s6</span>
        
        
        
        
        The library also supports logistic regression with `model_inspector.sklearn.generate_logistic_model_html`.
        
Keywords: machine-learning
Platform: UNKNOWN
Classifier: Development Status :: 3 - Alpha
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Natural Language :: English
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Requires-Python: >=3.6
Description-Content-Type: text/markdown
