deepleraning.ai-course

This is some records of Andrews' deeplearning.ai course from Coursera. I have uploaded my programming implement to this warehouse. There might be something wrong with my work, be free to email zpzhang1995@gmail.com.

Course Contents

Neural Networks and Deep Learning
Week1　Introduction to deep learning
Week2　Neural Networks Basics
Week3　Shallow Neural networks
Week4　Deep Neural Networks

Improving Deep Neural Networks
Week1　Practical aspects of Deep Learning(Initialization-Regularization-Gradient Checking)
Week2　Optimization algorithms
Week3　Hyperparameter tuning, Batch Normalization and Programming Frameworks

Convolutional Neural Network
Week1　Foundations of Convolutional Neural Networks
Week2　Deep convolutional models: case studies
Week3　Object detection
Week4　Special applications: Face recognition & Neural style transfer

continued...

About install tensorflow-gpu on windows

• Cause I found many people get many issues while installing tensorflow-gpu on windows, and there are many talks before tensorflow-1.4.0 shows like this on Stackoverflow.
• You will not face problem above again thanks to tensorflow-1.4.0!
• python3.6.x + cudnn6.0 + CUDA8.0 + tensorflow-1.4.0 work perfect!
• Remember move files in cundnn to CUDA8.0 accordingly (you also do this in the past)!

Learn Tensorflow and Deep Neural Network

• I recommend you a video course for learning tensorflow from Google, you can download here
• A good introduction about Deep Neural Network, download here
  

Some Good Machine Learning Tutorial

• Expectation Maximization(EM) course by Xu Yida on Youtube
  

Update Records

• Specialization 4 Done!　2017/11/13
• Move Course Records to Records.md　2017/11/14
• Add Expectation Maximization(EM) course links 2017/12/13

Thanks for Andrew Ng!