週次 |
日期 |
單元主題 |
第1週 |
2/21 |
Course Introduction: Models & modeling |
第2週 |
2/28 |
和平紀念日(放假) |
第3週 |
3/6 |
Behavioral Modeling (1/2): System dynamics |
第4週 |
3/13 |
Behavioral Modeling (2/2): Agent-based modeling |
第5週 |
3/20 |
Computational Cognitive Science (1/2): Basics |
第6週 |
3/27 |
Computational Cognitive Science (2/2): Advanced |
第7週 |
4/3 |
Computational Cognitive Neuroscience (1/3): Modeling principles & canonical neural computation |
第8週 |
4/10 |
Computational Cognitive Neuroscience (2/3): Unsupervised Learning |
第9週 |
4/17 |
Computational Cognitive Neuroscience (3/3): Supervised Learning |
第10週 |
4/24 |
Deep-learning Neural Networks (1/4): Fully-Connected Multilayer Perceptron (MLP) |
第11週 |
5/1 |
Deep-learning Neural Networks (2/4): Convolutional Neural Network (CNN) |
第12週 |
5/8 |
Deep-learning Neural Networks (3/4): Recurrent Neural Networks (RNN) |
第13週 |
5/15 |
Deep-learning Neural Networks (4/4): Deep Reinforcement Learning (RL) & Advanced Networks |
第14週 |
5/22 |
Computational Neuroscience (1/2): 1 spiking neuron |
第15週 |
5/29 |
Computational Neuroscience (2/2): N spiking neuron |
第16週 |
6/5 |
無期末考/課程 |