Metadata-Version: 1.1
Name: skerrorlearner
Version: 0.1.10
Summary: Skerrorlearner is an Error Learning Package for Machine Learning
Home-page: https://github.com/IndrashisDas/skerrorlearner
Author: Indrashis Das
Author-email: indrashisdas98@gmail.com
License: Apache License 2.0
Description: ==============
        skerrorlearner
        ==============
        
        ``skerrorlearner`` is a Python library which learns error to produce another model that can be used to predict the error that may occur. It uses ``numpy``, ``pandas``, ``scikit-learn``, ``xgboost``, ``ligtgbm`` and ``catboost`` for the same.
        
        Installation
        ------------
        
        **Using pip**
        
        Use the package manager ``pip`` to install skerrorlearner.
        
           ``pip install skerrorlearner``
        
        Initialization
        --------------
        
           
           ``from skerrorlearner.learn_error import LearnRegressionError``
           ``from skerrorlearner.learn_error import LearnClassificationError``
           ``from skerrorlearner.learn_error import ProductionPredictionGeneration``
        
           ``#initialise a skerrorlearner instance``
           ``lre = LearnRegressionError(rdf_train.copy(), rdf_val.copy(), rdf_test.copy(), feat.copy(), 'cnt', lgbm, 'rmse', True)``
           ``lce = LearnClassificationError(cdf_train.copy(), cdf_val.copy(), cdf_test.copy(), feat.copy(), 'income', cat,'accuracy', 'binary', 'macro', True, True)``
           
           ``cdf_ppg = ProductionPredictionGeneration()``
        
Keywords: skerrorlearner,machine learning,artificial intelligence,scikit learn,sklearn,numpy,pandas,scipy,xgboost,lightgbm,catboost
Platform: UNKNOWN
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Science/Research
Classifier: Topic :: Scientific/Engineering
Classifier: Topic :: Software Development
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: MacOS
Classifier: Operating System :: Unix
Classifier: Operating System :: Microsoft :: Windows
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
