http://speech.ee.ntu.edu.tw/~tlkagk/courses_MLSD15_2.html
Powerpoint version of the slides:
linkCourse Info
pdf (2015/09/18)What is Machine Learning, Deep Learning and Structured Learning?
pdf,
mp4,
download (2015/09/18)Neural Network (Basic Ideas)
pdf,
mp4,
download (2015/09/25)Backpropagation
pdf,
mp4,
download (2015/10/02)Theano: DNN
pdf,
mp4,
download (2015/10/02)Tips for Training Deep Neural Network
pdf,
mp4,
download (2015/10/16)Neural Network with Memory
pdf,
mp4,
download (2015/10/23)Theano: RNN
pdf,
mp4,
download(2015/10/23)Training Recurrent Neural Network
pdf,
mp4,
download (2015/10/30)Introduction of Structured Learning
pdf,
mp4,
download (2015/10/30)Structured Linear Model
pdf,
mp4,
download (2015/10/30)Structured SVM
pdf,
mp4,
download (2015/11/06)Sequence Labeling Problem
pdf,
mp4,
download (2015/11/13)SVM^struct
pdf,
mp4,
download (2015/11/20)Learning with Hidden Information
pdf,
mp4,
download (2015/11/20)Graphical Model, Gibbs Sampling
pdf,
mp4,
download (2015/11/27)Markov Logic Network
pdf,
mp4,
download (2015/11/27)Deep Learning for Human Language Processing
pdf,
mp4,
download (2015/12/04)Deep Learning for Language Modeling
pdf,
mp4,
download (2015/12/04)Convolutional Neural Network (by Prof. Winston) (2015/12/11)Caffe (by 呂相弘)
pdf (2015/12/18)Deep Reinforcement Learning (by 吳彥諶)
pdf (2015/12/18)Visual Question Answering (by 沈昇勳)
pdf (2015/12/18)Unsupervised Learning
pdf,
mp4,
download (2015/12/25)Attention-based Model
pdf,
mp4,
download (2016/01/08)