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Deep Learning for Visual Recognition using TensorFlow

Part 1

  • Deep Learning Overview
  • Logistic Regression and Multi-layered Perceptron
  • Optimization and Regularization
  • Restricted Boltzmann Machine and Deep Belief Network
  • Auto-encoders

Part 2

  • Overview of Convolutional Neural Network
  • Modern Convolutional Neural Network Architectures
  • State of the Art CNN Architectures for Classification
  • CNN Architectures for Object Localization and Detection

Part 3

  • Review of Convolutional Neural Network
  • Google Cloud APIs Hands On
  • Convolutional Neural Networks for Semantic Segmentaion
  • Weakly Supervised Learning for Object Localization
  • Generative Adversarial Networks