週次 |
日期 |
單元主題 |
第1週 |
9/16 |
中秋節放假 (不補課) |
第2週 |
9/23 |
Opening - Introduction of Data Science (林宗男教授), Introduction of Machine Learning, announce HW0 (只有想加簽的同學需要完成HW0) |
第3週 |
9/30 |
Regression & Basic Concepts of Machine Learning, announce HW1 |
第4週 |
10/07 |
Classification |
第5週 |
10/14 |
Deep Learning I: Introduction of Neural Network, announce HW2 |
第6週 |
10/21 |
Application of Machine Learning in Finance (Guest Speaker) |
第7週 |
10/28 |
Deep Learning II: Tips for Training Neural Network & Convolutional Neural Network (CNN), announce HW3 |
第8週 |
11/04 |
Semisupervised Learning & Transfer Learning |
第9週 |
11/11 |
Unsupervised Learning: Clustering & Dimensionality Reduction |
第10週 |
11/18 |
Unsupervised Learning: Clustering & Dimensionality Reduction, announce HW4, announce final project |
第11週 |
11/25 |
Nearest Neighbor, Decision Tree, Boosting |
第12週 |
12/02 |
Support Vector Machines and Kernel |
第13週 |
12/09 |
Beyond Classification: Structured Learning I |
第14週 |
12/16 |
Beyond Classification: Structured Learning II |
第15週 |
12/23 |
Beyond Classification: Recurrent Neural Network |
第16週 |
12/30 |
Learning in the Real World: Reinforcement Learning I |
第17週 |
1/06 |
Learning in the Real World: Reinforcement Learning II |