bnns online with Winfy

We have hosted the application bnns in order to run this application in our online workstations with Wine or directly.


Quick description about bnns:

BNNS is a research tool for interactive training of artificial neural networks based on the Response Function Plots visualization method. It enables users to simulate, visualize and interact in the learning process of a Multi-Layer Perceptron on tasks which have a 2D character. Tasks like the famous two-spirals task or classification of satellite image data.

Features:
  • Reset of weights connected to a neuron
  • Freeze/Unfreeze of weights connected to a neuron
  • Basic support for scaling of RFPs, preview of RFP in its native size
  • Preview of conflicts between output layer neurons
  • Preview of error energy on output layer
  • Preview of Training/Testing patterns
  • Sigmoidal/Softmax activation on output layer
  • Logging of MSE and of the sum of output layer responses
  • Perl script to prepare bnns patterns from PGM data
  • Perl script to prepare bnns patterns from Boston Remote Sensing Testbed data
  • Maintained User Manual


Audience: Science/Research.
User interface: X Window System (X11), Console/Terminal.
Programming Language: Perl, C.
Categories:
Visualization, Artificial Intelligence, Machine Learning

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