ABCDEFGHIJKLMNOPQRSTUVWXYZ
1
The topics listed are just suggestions. You can write-down your own topic. Recommended group sizes are 1 or 2.
2
Group
3
TopicNameNameName
4
Concentration inequlaities
5
Random matrices and covariance estimation
Kyle M
6
PCA in high dimensionsYuantongShuang
7
Low-rank matrix estimation
8
Undirected graphical models in high-dimensions
KedarHarishAlex
9
DAG Learning in high-dimensions
10
Nonparametric regression
11
Uniform laws of large numbers
12
Minimax Lower bounds
13
Quantitative bounds for high-dimensional CLT
14
Dictionary learning
15
Community detection in networksSophie P
16
Trend filtering in one or higher dimensions
17
Theory of deep learning (as long as it is related to this course)
18
High-dimensional change point detection
19
Kernel methods
20
Deep learning
21
Your own topic
22
JL framework for CNNsGolara Azar
23
Dirichlet Process PriorswDavis B
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100