Accelerator Architectures for Machine Learning
| Lecturer | Tsung Tai Yeh | ttyeh@cs.nycu.edu.tw |
| Lectures | 10:20 am - 12:00 am (Thur.) | ED-301 |
| Office Hours | 9:00 - 10:00 am (Thur.) | EC-516 |
| TA | TBA | |
| Class Lab Website | https://nycu-caslab.github.io/AAML2026 | |
| TinyRISC-V SoC Platform | https://github.com/nycu-caslab/TinyRISC-V-SoC-Platform | |
| Lab GitHub | https://github.com/nycu-caslab/AAML-Labs-2026 |
| Week | Date | Lecture Topics | Paper Report | Lab Deadline | Video |
| 1 | 9/10 | Basics of AI Accelerator[pdf] | Syllabus[Syllabus] | Build AI Silicon | |
| 2 | 9/17 | Large Language Model[pdf] | StanardAttention FlashAttention PageAttention |
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| 3 | 9/24 | RISC-V for AI[pdf] | BitDecode, HPCA, 2026[pdf] | ||
| 4 | 10/1 | RISC-V VPU[pdf] | Lab 1 | ||
| 5 | 10/8 | RISC-V Matrix Extension[pdf] | Titan, MICRO, 2025[pdf] | ||
| 6 | 10/15 | TPU and Dataflow[pdf] | Lab 2 | ||
| 7 | 10/22 | Low-bit Quantization[pdf] | LATPC, MICRO, 2025 [pdf] | 8 | 10/29 | GPU Architecture | Lab 3 | 9 | 11/5 | Midterm Exam | SegFold, ISCA 2026 [pdf] |
| 10 | 11/12 | GPU Tensor Core | Lab 4 | ||
| 11 | 11/19 | Sparse Accelerator | Delegato, MICRO, 2025[pdf] | ||
| 12 | 11/26 | Chiplet Accelerator | Lab 5 | ||
| 13 | 12/3 | CIM Accelerator | PipeIMC, ISCA, 2026[pdf] | ||
| 14 | 12/10 | Invited Talk (UCR) | |||
| 15 | 12/17 | Invited Talk (SNU) | |||
| 16 | 12/24 | Final Project Due |