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