Building Deep Learning Applications
NTUT Deep Learning
Week  Topic  Learning Objectives  Slides  Code  Video  Updated 

Text Book  François Chollet, Deep Learning with Python, Manning, 2017  GitHub  
1  Introduction to Deep Learning 

2021/2/22  
2  Applied Math 

2021/3/8  
3  Introduction to Keras 

IMDB_review financial_news house_pricing 
2021/3/15  
4  Machine Learning Basics 

classifiers regressors  2021/3/27  
5  Convolutional Neural Networks (CNN) 

2020/3/31  
61  Word Embedding  2020/4/7  
62  RNN & LSTM 

2020/4/7  
63  Attention, Transfomer 

2020/4/7  
7  Advanced Keras API 

2020/4/7  
8  Generative Deep Learning 

2020/4/7  
9  Object Detection and Segmentation 

2020/5/5  
10  Action Recognition 

2020/5/5  
11  Deep Reinforcement Learning 

2020/6/2  
12  Deep Learning on Graphs 

2020/6/9  
Fina Project Demo  2020/7/4 