Metadata-Version: 2.1
Name: baikal
Version: 0.4.2
Summary: A graph-based functional API for building complex scikit-learn pipelines.
Home-page: https://github.com/alegonz/baikal
Author: Alejandro González Tineo
Author-email: alejandrojgt@gmail.com
License: new BSD
Description: 
        **baikal is a graph-based, functional API for building complex machine learning 
        pipelines of objects that implement the scikit-learn API**. It is mostly inspired 
        on the excellent `Keras <https://keras.io>`__ API for Deep Learning, and borrows 
        a  few concepts from the `TensorFlow <https://www.tensorflow.org>`__ framework 
        and the (perhaps lesser known) `graphkit <https://github.com/yahoo/graphkit>`__
        package.
        
        **baikal** aims to provide an API that allows to build complex, non-linear 
        machine learning pipelines that looks like this: 
        
        .. image:: https://raw.githubusercontent.com/alegonz/baikal/master/illustrations/multiple_input_nonlinear_pipeline_example_diagram.png
        
        with code that looks like this:
        
        .. code-block:: python
        
            x1 = Input()
            x2 = Input()
            y_t = Input()
            
            y1 = ExtraTreesClassifier()(x1, y_t)
            y2 = RandomForestClassifier()(x2, y_t)
            z = PowerTransformer()(x2)
            z = PCA()(z)
            y3 = LogisticRegression()(z, y_t)
            
            stacked_features = Stack()([y1, y2, y3])
            y = SVC()(stacked_features, y_t)
            
            model = Model([x1, x2], y, y_t)
        
        **baikal** is compatible with Python >=3.5 and is distributed under the 
        BSD 3-clause license.
        
Platform: UNKNOWN
Classifier: Development Status :: 3 - Alpha
Classifier: Intended Audience :: Science/Research
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: BSD License
Classifier: Topic :: Software Development
Classifier: Topic :: Scientific/Engineering
Classifier: Programming Language :: Python
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Requires-Python: >=3.5
Description-Content-Type: text/x-rst
Provides-Extra: dev
Provides-Extra: viz
