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SYDE 770

Selected Topics in Communication and Information Systems

Graduate

Winter 2022 · Topic 1: Graphical Deep Learning

Topics

  • Introduction
  • Graphical interpretation of deep neural networks
  • Activation design patterns
  • Architectural design patterns
  • Deep convolutional graphical models
  • Deep recurrent graphical models
  • Deep random graphical models
  • Deep embedded graphical models
  • Optimization strategies

Readings

  • • No textbooks are required. All materials covered will be through recent research papers and review papers in the field.
    unspecified
Sources