週次 |
日期 |
單元主題 |
第1週 |
9/11 |
Environment Installation |
第2週 |
9/18 |
Introduction to Deep Learning
Linear regression
|
第3週 |
9/25 |
Classification with Iris dataset
Cost function comparison (mse and cross entropy)
|
第4週 |
10/02 |
Softmax with MNIST dataset
Homework 1 announced
|
第5週 |
10/09 |
Homework 1 explanation |
第6週 |
10/16 |
Neural network and backpropagation
Weight initialization
Homework 1 due
Homework 2 announced
|
第7週 |
10/23 |
Convolutional neural network
Homework 2 due
|
第8週 |
10/30 |
Dropout
Data generator
|
第9週 |
11/06 |
Midterm week break |
第10週 |
11/13 |
Image classification lab with CIFAR10 dataset
Homework 3 announced
|
第11週 |
11/20 |
Convolutional Neural Network |
第12週 |
11/27 |
Keras word embedding
Word2Vec lab with reuter dataset
|
第13週 |
12/04 |
Word2Vec and word embedding |
第14週 |
12/11 |
Word2Vec skipgrgam and cbow lab
Homework 3 due
|
第15週 |
12/18 |
Final project proposal |
第16週 |
12/25 |
Final project progress report
|
第17週 |
1/01 |
Final term week break
|