1 |
1/22 |
Class Organization & Introduction
[slides.pdf]
[slides.pptx] |
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2 |
1/27 |
Introduction to DNNs
[slides.pdf]
[slides.pptx] |
AlexNet,
NeurIPS'2012 |
[Submit
your review here.] |
Lab 1 (due 2/7)
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1/29 |
DNN Quantization
[slides.pdf]
[slides.pptx] |
Integer-Arithmetic-Only
Inference,
CVPR'2018 |
[Submit
your review here.] |
|
3 |
2/3 |
Kernel Computation
[slides.pdf]
[slides.pptx] |
cuDNN,
arXiv'2014 |
[Submit
your review here.] |
|
|
2/5 |
Dataflows
[slides.pdf]
[slides.pptx] |
Eyeriss,
ISCA'2016 |
[Submit
your review here.] |
|
4 |
2/10 |
Guest Lecture: Efficient Neural Network Training
and Inference, Amir Gholami
[slides.pdf]
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HAWQ,
ICCV'2019 |
Paper review is not required for guest lectures. |
Lab 2 (due
2/21) |
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2/12 |
DNN Accelerators
[slides.pdf]
[slides.pptx] |
TPU,
ISCA'2017 |
[Submit your review here.] |
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5 |
2/17 |
Presidents' Day. No Lecture. |
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2/19 |
Guest Lecture: Accelerating Inference for Deep Neural Network, Yu-Hsin Chen
[slides.pdf]
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Eyeriss
v2,
IEEE JETCAS'2019 |
Paper review is not required for guest lectures. |
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6 |
2/24 |
Mapping
[slides.pdf]
[slides.pptx] |
PHiPAC'ICS1997 |
[Submit your review here.] |
Lab 3 (due 3/6)
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2/26 |
Chipyard and FireSim Tutorial
[slides.pdf]
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FireSim,
ISCA'2018 |
[Submit your review here.] |
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7 |
3/2 |
Guest Lecture: Accelerating the Pace of AWS
Inferentia Chip Development: From Concept to End
Customers Use, Randy Huang, Ron Diamant
[slides.pdf]
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3/4 |
Data Orchestration
[slides.pdf]
[slides.pptx] |
Decoupled
Access-Execute,
SIGARCH'1982 |
[Submit your review here.] |
|
8 |
3/9 |
Sparsity
[slides.pdf]
[slides.pptx] |
SCNN,
ISCA'2017 |
[Submit your review here.] |
Projects released. |
|
3/11 |
Guest Lecture: AI at Facebook Datacenter Scale, Misha Smelyanskiy
[slides.pdf]
|
DL Inference at Facebook,
arXiv'2018 |
Paper review is not required for guest lectures. |
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9 |
3/16 |
HW-SW Co-Design
[slides.pdf]
[slides.pptx] |
NetAdapt,
ECCV'2018 |
[Submit your review here.] |
|
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3/18 |
Other Operators & Near-Data Processing
[slides.pdf]
[slides.pptx] |
Architectural Implications of DLRM,
HPCA'2019 |
[Submit your review here.] |
Project Proposal (due 3/22) |
10 |
3/23 |
Spring recess. No Lecture. |
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3/25 |
Spring recess. No Lecture. |
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11 |
3/30 |
Guest Lecture: Eric Chung, Microsoft, Project Brainwave: An AI Supercomputer for Real-time Inferencing at Cloud Scale
[slides.pdf]
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Brainwave,
ISCA'2018 |
Paper review is not required for guest lectures. |
|
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4/1 |
Guest Lecture: Vijay Janapa Reddi, Harvard, The
Vision Behind MLPerf
[slides.pdf]
|
MLPerf
Inference,
arXiv'2019 |
Paper review is not required for guest lectures. |
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12 |
4/6 |
Guest Lecture: Cliff Young, Google, Neural
Networks Have Rebooted Computer Architecture: What
Should We Reboot Next?
[slides.pdf]
|
ParaDnn,
arXiv'2019 |
Paper review is not required for guest lectures. |
|
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4/8 |
Training
[slides.pdf]
[slides.pptx] |
vDNN,
MICRO'2016 |
[Submit your review here.] |
Project checkpoint 1 (4/10) |
13 |
4/13 |
Guest Lecture: Dave Fick, Mythic, Analog Compute-in-Memory at Mythic
[slides.pdf]
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Mythic,
Microprocessor Report'2018 |
Paper review is not required for guest lectures. |
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4/15 |
Advanced Technology
[slides.pdf]
[slides.pptx] |
In-memory
Computing,
IEEE SSC-M'2019 |
[Submit your review here.] |
|
14 |
4/20 |
Guest Lecture: Brian Zimmer, NVIDIA, Problems Facing Analog and In-memory Computing
[slides.pdf]
|
Error
in Analog/Mixed-Signal HW,
DAC'2019 |
Paper review is not required for guest lectures. |
|
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4/22 |
Accelerator-Level Parallelism
[slides.pdf]
[slides.pptx] |
Gables, HPCA'2019 |
[Submit your review here.] |
Project checkpoint 2 (4/24) |
15 |
4/27 |
End-to-end Deployment
[slides.pdf]
[slides.pptx] |
QoS
for Accelerated ML, HPCA'2019 |
[Submit your review here.] |
|
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4/29 |
Conclusion
[slides.pdf]
[slides.pptx] |
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16 |
5/4 |
Poster session |
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Project final report (due 5/8) |