機器學習於電子設計自動化之應用
Machine Learning for Electronic Design Automation
| 節 | 週五 |
|---|---|
2 09:00–09:50 | 機器學習於電子設計自動化之應用 CM214 3 節連堂 |
3 10:10–11:00 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
Study techniques for electronic design automation (EDA), a.k.a. computer-aided design (CAD). Study IC technology evolution and their impacts on the development of EDA tools. Study problem-solving (-finding) techniques.
VLSI Design, Introduction to AI, Algorithms, Machine Learning
Programming Assignment (20%) Paper study and presentation (20%) Final exam (30%) Term Project (30%)
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to VLSI Design Challenges |
| 第 2 週 | Introduction to Optimization, Algorithms, ML |
| 第 3 週 | Introduction to Optimization, Algorithms, ML |
| 第 4 週 | Logic Synthesis and Verification |
| 第 5 週 | Logic Synthesis and Verification |
| 第 6 週 | Circuit Partitioning |
| 第 7 週 | Circuit Partitioning |
| 第 8 週 | Floorplanning |
| 第 9 週 | Floorplanning |
| 第 10 週 | Placement |
| 第 11 週 | Placement |
| 第 12 週 | Routing |
| 第 13 週 | Routing |
| 第 14 週 | Routing |
| 第 15 週 | Emerging technologies, other selected topics |
| 第 16 週 | |
| 第 17 週 | |
| 第 18 週 |
No textbook, but some reference books, journals, and conference proceedings: -------------- Reference books: -------------- S. H. Gerez, Algorithms for VLSI Design Automation, John Wiley & Sons, 1999 L.-T. Wang, Y.-W. Chang, and K.-T. Cheng, Electronic Design Automation: Synthesis, Verification, and Test (Systems on Silicon), Morgan Kaufmann, 2009. L. Lavagno, I. Markov, and G. Martin, L. Scheffer, Electronic Design Automation for IC System Design, Verification, and Testing, CRC, 2nd Ed., 2016. ----------------------------- Conference proceedings and journals ----------------------------- Proceedings of ACM/IEEE Design Automation Conference (DAC) Proceedings of IEEE/ACM International Conference on Computer-Aided Design (ICCAD) IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD)