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Semi-Supervised learning via the LCA sparse coding model with added Feedback connectivity

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SemiSupervisedLCA

Modified LCA model to include feedback

TODO - New code

  • Add manually computed Entropy gradient to update_u equation
  • Plot incorrectly labeled examples from val or test set using save_data_tiled()
  • Histogram y_ values to determine relative scales
  • Write in normalization (regularization) method for classification 'w' matrix
  • Add alternative regularizers - leaky learning & dropout on 'phi' or 'w'

TODO - Code fixes

  • Fix plotting so that num_neurons does not have to have a sqrt
  • Fix auto-differentiation for LCAF inference

Copyright 2015 Yahoo Inc. Licensed under the terms of the New-BSD license. Please see LICENSE file in the project root for terms.

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