Public CS8803 SMR class schedule - Spring 2020

	A	B	C	D	E	F	G
1	Week	Date	Topic	Paper	Paper	Advocate	Critic

2	1	7-Jan	class introduction and overview
3	1	9-Jan	Big ideas from ML and Systems
4	1	10-Jan	registration deadline
5	2	14-Jan	ML Systems	Hidden technical debt in ML
6	2	14-Jan	ML Systems	TFX, KDD17
7	3	21-Jan	ML Frameworks	Tensorflow
8	3	23-Jan	ML Frameworks	Pytorch
9	4	28-Jan	ML Frameworks	Mxnet
10	4	30-Jan	ML Frameworks	Ray
11	5	4-Feb	Prediction Serving	Clipper
12	5	6-Feb	Prediction Serving	Inferline (Canvas-->Files)
13	6	11-Feb	NAS	Survey paper
14	6	13-Feb	NAS	DARTS
15	7	18-Feb	Scheduling for ML	Gandiva
16	7	20-Feb	Scheduling for ML. Project idea overview
17	8	25-Feb	Model Compression	Squeezenet
18	8	27-Feb	Guest Lecture: ML Accelerators & Dataflows	*** Eyeriss	MAESTRO
19	9	3-Mar	Guest Lecture: ML Accelerators & Dataflows	***MAERI	TPU
20	9	5-Mar	ML Compilers	TVM
21	10	10-Mar	Model Compression	Rethink net pruning
22	10	12-Mar	Serverless Frameworks for ML	Serverless Computing: One Step Forward, Two Steps Back
23	11	17-Mar	no class, spring break
24	11	19-Mar	no class, spring break
25	12	24-Mar	Testing Online Preparedness (CoViD19)
26	12	26-Mar	Testing Online Preparedness (CoViD19)
27	13	31-Mar	mid-point project presentations
28	13	2-Apr	mid-point project presentations
29	14	7-Apr	Guest Lecture : ML at the Network Edge	*** Mainstream	Cartel
30	14	9-Apr	Hyperparameter Optimization	HyperSched
31	15	14-Apr	ML-based object detection in AR	Real Time Object Detection in AR
32	15	16-Apr	Retrospective conclusions
33	16	21-Apr	final project presentations (1500ET start)
34	16	23-Apr	final project presentations (1500ET start)
35	16	23-Apr	final project video/demo due by 2359ET
36	16	24-Apr	final project report due by 2359ET
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