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
. And if you can push your right answer, that will be grateful.
And to be clear, Ng's course is my first access to AI. I would love to share more learning experience on DL/ML, so I will put some good repos/articles on this page. Please read this whole REDEME
, hope there is some thing helps you.
Read AI article on my blog
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
Sequence Models
Week1 Recurrent Neural Networks
Week2 Natural Language Processing & Word Embeddings
Week3 Sequence models & Attention mechanism
Blog Articles
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