2016 Summer Seminar for Machine learning
来自cslt Wiki
2016年7月30日 (六) 06:22
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Location: FIT-1-304
Date
Speaker
Title
Owner
Materials
2016/07/04
Dong Wang
Machine learning overview
Dong Wang
slides
video(part 2)
Algebra review
probability review
Gaussian distribution
Learning theory
2016/07/05
Dong Wang
Linear models
Aiting Liu; Aodong Li
slides
video(part 1)
video(part 2)
NG's lecture 1
NG's lecture 2
2016/07/08
Dong Wang
Neural networks
Aiting Liu
slides
video(part 1)
video(part 2)
2016/07/11
Dong Wang
Deep learning (1)
Hang Luo; Jiyuan Zhang; Zhiyuan
slides
video(part 1)
video(part 2)
NIPS 2015 tutorial
2016/07/12
Dong Wang
Deep learning (2)
Hang Luo; Jiyuan Zhang; Zhiyuan
slides
video(part 1)
video(part 2)
Li Deng's ICASSP16 keynote
2016/07/13
Caixia Wang
Kernel methods
Caixia;Ziwei
slides
video
Kernel method book
pattern recognition 6-7
2016/07/18
Yang Feng
Graphical model (1)
Jingyi Lin; Ying Shi; Yang Wang
slides
video
2016/07/21
Dong Wang
Graphical model (2)
Jingyi Lin; Ying Shi; Yang Wang
slides
video(part 1)
video(part 2)
Yang's slides
Jordan's lecture
2016/07/25
Dong Wang
Unsupervised learning
slides
video(part 1)
video(part 2)
Unsupervised Learning from Zoubin Ghahramani, Cambridge
slides from MIT
Neural Networks - A Systematic Introduction, Raul Rojas
slides from BU
manifold slides from MIT
2016/07/26
Dong Wang
Non parametric models
Maoning Wang;
slides
video(part 1)
video(part 2)
Gaussian process
Resource for non-parametric Bayesian
A good tutorial
2016/07/28
Maoning Wang
Evolutionary learning
Maoning Wang;
slides
Introduction_to_Evolutionary_Computing.pdf
2016/07/29
Dong Wang
Reinforcement learning
Chao Xing
slides
video(part 1)
video(part 2)
an old but good review
state-of-the-art course
2016/08/01
Dong Wang
Optimization
Caixia;
Convex optimization I
Convex optimization II
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