Metadata-Version: 1.1
Name: neurolab
Version: 0.3.5
Summary: Simple and powerfull neural network library for python
Home-page: http://neurolab.googlecode.com
Author: Zuev Evgenij
Author-email: zueves@gmail.com
License: LGPL-3
Description: 
        Neurolab is a simple and powerful Neural Network Library for Python.
        Contains based neural networks, train algorithms and flexible framework
        to create and explore other neural network types.
        
        
        :Features:
        
            - Pure python + numpy
            - API like Neural Network Toolbox (NNT) from MATLAB
            - Interface to use train algorithms form scipy.optimize
            - Flexible network configurations and learning algorithms. You may change: train, error, initialization and activation functions
            - Unlimited number of neural layers and number of neurons in layers
            - Variety of supported types of Artificial Neural Network and learning algorithms
        
        :Example:
        
        	>>> import numpy as np
        	>>> import neurolab as nl
        	>>> # Create train samples
        	>>> input = np.random.uniform(-0.5, 0.5, (10, 2))
        	>>> target = (input[:, 0] + input[:, 1]).reshape(10, 1)
        	>>> # Create network with 2 inputs, 5 neurons in input layer and 1 in output layer
        	>>> net = nl.net.newff([[-0.5, 0.5], [-0.5, 0.5]], [5, 1])
        	>>> # Train process
        	>>> err = net.train(input, target, show=15)
        	Epoch: 15; Error: 0.150308402918;
        	Epoch: 30; Error: 0.072265865089;
        	Epoch: 45; Error: 0.016931355131;
        	The goal of learning is reached
        	>>> # Test
        	>>> net.sim([[0.2, 0.1]]) # 0.2 + 0.1
        	array([[ 0.28757596]])
        
        :Links:
        
            - `Home Page <http://code.google.com/p/neurolab/>`_
            - `PyPI Page <http://pypi.python.org/pypi/neurolab>`_
            - `Documentation <http://packages.python.org/neurolab/>`_
            - `Examples <http://packages.python.org/neurolab/example.html>`_
        
        
        
Keywords: neural network,neural networks,neural nets,backpropagation,python,matlab,numpy,machine learning
Platform: Any
Classifier: Development Status :: 5 - Production/Stable
Classifier: Environment :: Console
Classifier: License :: OSI Approved :: GNU Library or Lesser General Public License (LGPL)
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python
Classifier: Programming Language :: Python :: 2
Classifier: Programming Language :: Python :: 3
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Science/Research
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Scientific/Engineering :: Information Analysis
Classifier: Topic :: Scientific/Engineering :: Mathematics
Classifier: Topic :: Scientific/Engineering :: Bio-Informatics
