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deeplearning.ai Coursera

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deeplearning.ai

Course 1. Neural Networks and Deep Learning

  1. Week1：Intorduce-to-deeplearning
  2. Week2：Neural-Network-Basics
  3. Week3：Shallow-Neural-Network
  4. Week4：Deep-Neural-Network

Course 2. Improving Deep Neural Networks

  1. Week1：Practical-aspects-of-Deep-Learning
  2. Week2：Optimization-Algorithms
  3. Week3：Hyperparameter-Tuning-Batch-Norm-TensorFlow

Course 3. Structuring Machine Learning Projects

  1. Week1：ML Strategy (1)
  2. Week2：ML Strategy (2)

Course 4. Convolutional Neural Networks

  1. Week1：Foundations of Convolutional Neural Networks
  2. Week2：Deep-convolutional-models-case-studies
  3. Week3：Object Detection
  4. Week4：Special applications Face recognition & Neural style transfer