/AndrewNg-DeepLearning

微专业: 吴恩达 深度学习工程师 作业

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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