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  1. Singa
  2. SINGA-9

Add Support for Restricted Boltzman Machine (RBM) model

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    • New Feature
    • Status: Resolved
    • Major
    • Resolution: Fixed
    • None
    • None

    Description

      This ticket is to implement RBM in SINGA.
      To training RBM models, the Contrastive Divergence (CD) algorithm should be implemented.
      We have implemented a BPWorker to run the Back-Propagation algorithm. To implement the CD algorithm, we follow the same way to create a CDWorker whose RunOneBatch function controls the logic of the CD algorithm, including positive phase, negative phase and computing gradient phase.
      RBM's layers are different to the layers for feed-forward neural networks, hence new layers for RBM models should be added.

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            zhaojing Luo Zhaojing
            wangwei.cs wangwei
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