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