Metadata-Version: 2.1
Name: insolver
Version: 0.4.7
Summary: Insolver is low-code machine learning library, initially created for the insurance industry, but can be used in any other.  You can find a detailed overview at https://insolver.readthedocs.io/en/latest/source/overview.html.
Home-page: https://github.com/MindSetLib/Insolver
Author: Mindset
Author-email: request@mind-set.ru
License: MIT
Description: [![PyPI](https://img.shields.io/pypi/v/insolver?style=flat)](https://pypi.org/project/insolver/)
        [![Documentation Status](https://readthedocs.org/projects/insolver/badge/?version=latest)](https://insolver.readthedocs.io/en/latest/?badge=latest)
        [![GitHub Workflow Status](https://img.shields.io/github/workflow/status/MindSetLib/Insolver/Python%20application?logo=github&label=tests)](https://github.com/MindSetLib/Insolver/actions)
        
        # Insolver
        
        Insolver is low-code machine learning library, initially created for the insurance industry, but can be used in any other. A more detailed overview you can find [here](https://insolver.readthedocs.io/en/latest/source/overview.html).
        
        ## Installation:
        
        ```shell
        pip install insolver
        ```
        ### Install with addons:
        
        ```shell
        pip install insolver[db-connects]
        ```
        
        ### Post-install:
        
        To fix displaying plotly figs in jyputerlab install:
        ```shell
        jupyter labextension install jupyterlab-plotly
        ```
        
        In case of problem with `pyodbc` you may need to install:
        ```shell
        sudo apt install unixodbc-dev
        ```
        ### Insolver is already installed in the easy access cloud via GitHub login. Try https://mset.space with a familiar notebook-style environment.
        
        ## Examples:
        
        - [Private motor French insurer dataset](https://github.com/MindSetLib/Insolver/blob/master/examples/Insolver_FreMPL.ipynb)
        - [US  traffic accident dataset](https://github.com/MindSetLib/Insolver/blob/master/examples/Insolver_US_Accidents.ipynb)
        - [Landing club dataset](https://github.com/MindSetLib/Insolver/blob/master/examples/Insolver_LendingClub.ipynb)
        
        ## Documentation:
        
        Available [here](https://insolver.readthedocs.io/)
        
        ## Supported libraries:
        
        Libs:
        - sklearn
        - H2O
        
        Boosting models:
        - XGBoost
        - LightGBM
        - CatBoost
        
        Model interpretation:
        - shap plots
        
        Serving (REST-API):
        - flask
        - fastapi
        
        
        ### Run tests:
        ```shell
        python -m pytest
        ```
        
        tests with coverage:
        ```shell
        python -m pytest --cov=insolver; coverage html; xdg-open htmlcov/index.html
        ```
        
        
        ## Contributing to Insolver:
        
        Please, feel free to open an issue or/and suggest PR, if you find any bugs or any enhancements.
        
        ## Demo
        ### Example of models creation using insolver
        ![](InsolverDemo.gif)
        
        ### Example of model production service
        ![](InsolverImplementation.gif)
        
        ### Example of elyra pipeline built with insolver inside
        ![](InsolverElyraPipeline.gif)
        
Keywords: insurance,machine learning
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Requires-Python: >=3.7
Description-Content-Type: text/markdown
Provides-Extra: db-connects
