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CENG5030 Energy Efficient (Deep Neural Network) Computing – Spring 2021


Lecture: M 12:30-14:15 Venue: https://cuhk.zoom.us/s/94514861267
W 16:30-18:15 Venue: https://cuhk.zoom.us/j/93147985552
Course Instructor: Prof. Bei Yu byu@cse.cuhk.edu.hk
Course Tutors: Qi Sun qsun@cse.cuhk.edu.hk


Announcements

  • Dec. 01, 2020: Course webpage is built up and the teaching schedule is online.

Course Requirements

Schedule

Week Date Topic Remark
1 Jan. 11 L01 Introduction (slides)
Jan. 13 Lab01 PyTorch (report, code)
2 Jan. 18 L02 CNN Training (slides)
Jan. 20 Lab02 Training (report, code)
3 Jan. 25 L03 Pruning (slides)
Jan. 27 L04 Quantization (slides)
4 Feb. 01 Lab03 MNN (report, code)
Feb. 03 continue on L04
5 Feb. 08 L05 Binary/Tenary Networks (slides)
Feb. 10 L06 Decomposition (slides)
6 Feb. 15 n/a Lunar New Year Holiday
Feb. 17 n/a Lunar New Year Holiday
7 Feb. 22 Lab04 Distiller
Feb. 24 continue on L06
8 Mar. 01 L07 Accurate Speed-up I (slides)
Mar. 03 Lab05 GEMM
9 Mar. 08 L08 Accurate Speed-up II (slides)
Mar. 10 continue on L08
10 Mar. 15 Lab06 TensorRT
Mar. 17 Midterm Presentations
11 Mar. 22 L09 TVM (slides)
Mar. 24 Lab07 TVM
12 Mar. 29 n/a Reading Week
Wed. 31 n/a Reading Week
13 Apr. 05 n/a The day following Ching Ming Festival
Apr. 07 continue on L09
14 Apr. 12 L10 NAS (slides)
Apr. 14 continue on L10
15 Apr. 19 Final Presentations
Apr. 21 Final Presentations

Important Dates