| Week |
Date |
Lecture Topics |
Paper Report |
Lab Deadline |
Misc. |
| 1 |
9/5 |
Basics of AI Accelerator[pdf] |
Syllabus[Syllabus] |
|
Build AI Silicon |
| 2 |
9/12 |
Large Language Model[pdf] |
|
|
CFU Playground |
| 3 |
9/19 |
Quantization[pdf] |
RaPiD, ISCA, 2021[pdf] |
|
|
| 4 |
9/26 |
Pruning and Sparsity[pdf] |
|
Lab 1 |
|
| 5 |
10/3 |
Systolic Accelerator[pdf] |
TPU v4, ISCA, 2023 [pdf] |
|
|
| 6 |
10/10 |
Holiday |
|
|
|
| 7 |
10/17 |
Digital AI Accelerator[pdf] |
|
Lab 2 |
|
8 |
10/24 |
GPGPU Architecture[pdf] |
vegeta, HPCA 2023 [pdf] |
|
|
9 |
10/31 |
GPU Tensor Core[pdf] |
|
Lab 3 |
|
| 10 |
11/7 |
Sparse DNN Accelerator[pdf] |
Trapezoid, ISCA 2024 [pdf] |
|
Quiz-1 |
| 11 |
11/14 |
Chiplet Accelerator[pdf] |
|
Lab-4 |
|
| 12 |
11/21 |
Analog ML Accelerator |
Gemini, HPCA 2024 [pdf] |
|
|
| 13 |
11/28 |
TinyML Acceleration Architecture |
Sushi, MICRO 2023 [pdf] |
|
|
| 14 |
12/5 |
Invited talk (ARM) |
|
Lab-5 |
|
| 15 |
12/12 |
Exam |
Flumen, ISCA 2023 [pdf] |
|
Quiz-2 |
| 16 |
12/19 |
Final Project |
|
|
|
| 17 |
12/26 |
Final Project |
|
|
|