CS8803-SMR: Fall 2021: Public Schedule

	A	B	C	D	E	F	G	H
1	Week	Date	Topic	Paper 1	Paper 2	Presenter 1 (or Advocate)	Presenter 2 (or Critic)

2	1	8/23	class introduction and overview
3	1	8/25	class topic overview: Tour de SysML 2021
4	1	8/27	registration deadline
5	2	8/30	Big ideas from ML and Systems	Berkeley View of Systems Challenges for AI	CACM12
6	2	9/1	ML Lifecycle	TFX, KDD17	Hidden technical debt in ML
7	3	9/6	LABOR DAY (no class)
8	3	9/8	ML Systems	Theano	AutoDiff in ML
9	4	9/13	Declarative ML Frameworks and AutoDiff	Tensorflow
10	4	9/15	Imperative ML Frameworks & Project Ideas	Pytorch	Tensorflow Eager
11	5	9/20	ML Frameworks	Ray
12	5	9/22	Prediction Serving: Single Model	Clipper
13	6	9/27	Prediction Serving: Model composition	Inferline
14	6	9/29	Prediction Serving: Declarative	INFaaS
15	7	10/4	Hyperparameter Optimization	HyperSched	Rubberband
16	7	10/6	HyperOpt continued + NAS Overview	NAS Survey	MNasNet			HW NAS Survey (optional)
17	8	10/11	FALL BREAK (no class)
18	8	10/13	Neural Architecture Search: Latency-awareness	EfficientNet	OFA
19	9	10/18	Model Compression	Squeezenet	Rethink net pruning
20	9	10/20	Distributed Training Simulation (guest lecture)	FlexFlow@MLSys19	BlueConnect
21	10	10/25	Distributed Training Simulation (guest lecture)	EFLOPS@HPCA20	ISCA20
22	10	10/27	mid-point project presentations	team12	Team 13	Team 3	team10	team 15
23	11	11/1	mid-point project presentations	team6	team2	Team 4	team 5	team 1
24	11	11/3	mid-point project presentations	team9	team11	team14	team 7	Team 8
25	12	11/8	Resource Management for ML	TetriSched
26	12	11/10	Federated Learning	FL@Google	FL@Scale@Google
27	13	11/15	Serverless Frameworks for ML	Serverless Computing: One Step Forward, Two Steps Back	FaasML
28	13	11/17	AI for healthcare: SysML opportunities	DL4EHR Survey	DL4ECG
29	14	11/22	Reinforcement Learning (Brief Intro) + Concluding Remarks	Distrib RL ICLR18
30	14	11/24	STUDENT RECESS (no class)
31	15	11/29	final project presentations	team12	Team 13	Team 3	team10	team 15
32	15	12/1	final project presentations	team6	team2	Team 4	team 5	team 1
33	16	12/6	final project presentations	team9	team11	team14	team 7	team 8
34
35		12/9	final project video/demo due by 2359ET
36		12/10	final project report due by 2359ET
37
38
39		NOTES	final instructional days: Dec 6-7
40			final exam slot: Fri, Dec 10, 11:20-2:10
41
42
43	Bonus Topics		ML Compilers	TVM
44			ML Frameworks	Mxnet
45			Prediction Serving	ClockWork, OSDI20
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