Computer and AI Architecture （Spring 2019）

计算机与智能硬件体系结构

General Info

Instructor: Chixiao Chen, Email: cxchen@fudan.edu.cn

Location: Z2209B, Fudan University (Zhangjiang Campus)

Time: Thursday Morning

Prerequisite: Verilog (You have to take courses like 数字逻辑, and finish projects by verilog/sv/chiesel/…)

Score: Homework Assignement (15% x 4)+ Final Project (40%)

Anouncement

The class on 4/25 is moved to 4/23 afternoon, in 新金博 building，Handan Campus, FDU.

Course Calendar

Week	Date	Lecture Title	Reading / Slides	Homework
1	Feb 28	Introduction on Computer/AI Architecuture	PDF	/
2	Mar 7	Instruction Set, MIPS vs RISC-V	PDF	/
3	Mar 14	Single Cycle RV32I, Pipeline-I	PDF	HW1
4	Mar 21	Pipeline - II, Harzards	PDF	HW1 Due
5	Mar 28	Memory	PDF	/
6	Apr 4	Bus, DMA and Accelerator	PDF	HW2
7	Apr 11	No Class		HW2 Due
8	Apr 18	Introduction for Machine Learning	PDF	/
9	Apr 23	Lecture: Von-Neumann Bottle Neck for AI Chips	PDF	HW3
10	Apr 29	Covolutional Neural Network	PDF	/
11	May 9	Deep Learning Hardware - CPU/GPU, Winograd	PDF	HW3 Due
12	May 16	Deep Learning Hardware - FPGA, Reconfigurable Computing, Data Flows	PDF
13	May 23	No Class		Final Project
14	May 23	No Class
15	Jun 6	Deep Learning Hardware - Fully Custom ASIC	PDF
16	Jun 20	Presentation Day		Final PJ Due

References

The instructor thanks the contributors of the following materials

1. TingTing Hwang, Computer Architecture, National Taiwan Tsinghua University.
2. CS231n, Convolution Neural Network, Stanford University.
3. Krste Asanović, CS252, Graduate Computer Architecture, UC Berkeley.
4. CS61c, Great Ideas in Computer Architecture, UC Berkeley
5. Vivienne Sze, Tutorial on Hardware Accelerators for DNN, MIT.

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