stevetuking / andrewng-deeplearning

微专业: 吴恩达 深度学习工程师 作业

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