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deeplearning.ai

  • Andrew Ng's coursera_deeplearning.ai

Course Contents

Neural Networks and Deep Learning

  • Week1 Introduction to deep learning
  • Week2 Neural Networks Basics
  • Week3 Shallow Neural networks
  • Week4 Deep Neural Networks

Improving Deep Neural Networks

  • Week1 Practical aspects of Deep Learning(Initialization-Regularization-Gradient Checking)
  • Week2 Optimization algorithms
  • Week3 Hyperparameter tuning, Batch Normalization and Programming Frameworks

Convolutional Neural Network

  • Week1 Foundations of Convolutional Neural Networks
  • Week2 Deep convolutional models: case studies
  • Week3 Object detection
  • Week4 Special applications: Face recognition & Neural style transfer

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Andrew Ng's coursera_deeplearning.ai

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