| Week |
Date |
Lecture Topics |
Paper Report |
Lab Deadline |
Misc. |
| 1 |
9/12 |
Course Introduction[pdf] |
|
|
Build AI Silicon |
| 2 |
9/19 |
Basics of Deep Learning[pdf] |
|
|
CFU Playground |
| Efficient Inference |
| 3 |
9/26 |
Quantization[pdf] |
Domain-Specific Accelerator, ACM Comm., 2020 [pdf] |
|
|
| 4 |
10/3 |
Pruning and Sparsity[pdf] |
|
[Lab 1] |
|
| AI Accelerator |
| 5 |
10/10 |
Holiday |
|
|
|
| 6 |
10/17 |
Systolic Accelerator[pdf] |
|
[Lab 2] |
|
| 7 |
10/24 |
Digital AI Accelerator[pdf] |
TPU v4, ISCA, 2023 [pdf] |
|
|
8 |
10/31 |
GPGPU Architecture[pdf] |
|
[Lab 3] |
|
9 |
11/7 |
GPU Tensor Core[pdf] |
MTIA, ISCA 2023 [pdf] |
|
Quiz-1 |
| 10 |
11/14 |
Sparse DNN Accelerator[pdf] |
|
[Lab 4] |
|
| 11 |
11/21 |
Chiplet Accelerator[pdf] |
Sparse Tensor Core, ISCA 2021 [pdf] |
|
|
| 12 |
11/28 |
Analog ML Accelerator[pdf] |
|
[Lab 5] |
|
Edge AI Acceleration |
| 13 |
12/5 |
Basics of TinyML[pdf] |
Simba Arch., MICRO 2019 [pdf] |
|
|
| 14 |
12/12 |
No Class |
|
|
|
| 15 |
12/19 |
Invited talk |
SNAFU, ISCA 2021 [pdf] |
|
|
| 16 |
12/26 |
TinyML Acceleration Architecture |
|
|
Quiz-2 |
| 17 |
1/2 |
Final Project |
|
[Final Project] |
|