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Andrew_Ng_DL_Assignment

网易云课堂的深度学习工程师微专业

更新到第四课第4周

Lesson1 神经网络和深度学习  
 week1 没编程作业
 week2
  1.Python Basics with Numpy
  2.Logistic Regression with a Neural Network mindset  
 week3
  1.Planar data classification with one hidden layer
 week4
  1.Building your Deep Neural Network: Step by Step
  2.Deep Neural Network for Image Classification: Application

Lesson2 改善深层神经网络:超参数调试、正则化以及优化
 week1
  1.Initialization
  2.Regularization
  3.Gradient Checking
 week2
  1.Optimization Methods
 week3
  1.TensorFlow Tutorial

Lesson3 结构化机器学习项目  
 没编程作业

Lesson4 卷积神经网络  
 week1  
  1.Convolutional Neural Networks: Step by Step  
  2.Convolutional Neural Networks: Application  
 week2  
  1.Keras tutorial - the Happy House  
  2.Residual Networks  
 week3
  1.Autonomous driving application - Car detection  
 week4
  1.Face Recognition for the Happy House
  2.Art Generation with Neural Style Transfer

Lesson5 序列模型  
 week1  
  1.Building-Rnn-Step-by-Step  
  2.Dinosaur-Island-Character-Level-Language-Model
  3.Jazz-Improvisation-with-Lstm  
 week2  
  1.Emojify  
  2.Word-Vector-Representation  
 week3
  1.Machine-Translation
  2.Trigger-Word-Detection