EEL4930/5934 Approximate Computing (Fall 2020)

Overview

With the end of Dennard Scaling and Moore’s Law, computer hardware and software must find creative new ways to meet the rapidly increasing demands of future applications without relying on additional transistors. Approximate computing is a promising strategy for solving this problem by sacrificing acceptable amounts of accuracy for significant improvements in performance and energy. In this course, we will cover a wide range of emerging approximation strategies in both software and hardware. The course will be taught in a seminar style, with students presenting the majority of the work from existing research papers.

Course Information

Lectures


Date Topic/Papers Presenter(s)
M, Aug 31 Course Intro
Slides
Stitt
W, Sep 2 Slides: Papers: Stitt
F, Sep 4 PANDORA
Slides

Papers:
Stitt
TOPIC APPROXIMATION STRATEGIES
M, Sep 7 Holiday
W, Sep 9 Slides
Papers:
Corey Kochman, Armando Robles
F, Sep 11 Papers: John Morin, Jaxon Brown
M, Sep 14 Papers: Nathan Jessurun, Brandhon Sweeney
W, Sep 16 Papers: Michael Wollenhaup, Cody LaFlamme
F, Sep 18 Papers: Rabin Acharya, Alexandra Wright
M, Sep 21 Papers: Alex Rodriguez, Arvind Shankar
TOPIC COMPILERS/LANGUAGES FOR APPROXIMATION
W, Sep 23 Papers: Marco Menendez, Jacob Magnant
F, Sep 25 Midterm Review, Misc Discussion
M, Sep 28 Papers: Tim Dwyer
W, Sep 30 MIDTERM 1
F, Oct 2 Holiday
M, Oct 5 Papers: Steven Paek, Williams Paek
W, Oct 7 Papers: Ruben Vazquez, Alexander Perotti
F, Oct 9 Papers: Jake Freedman, Stephen Young
M, Oct 12 Papers: Chris Crary, Wes Piard
TOPIC APPROXIMATE HARDWARE
W, Oct 14 Papers: Quade Kirby, Tomasz Wiercioch
F, Oct 16 Papers: Trung Tran, Nick Poindexter
M, Oct 19 Papers: Sean Minchin, Santiago Clavijo
W, Oct 21 Papers: De'Andre Miles, Tevin Thames
F, Oct 23 Papers: Tiffany Walker, Natalie Franklin
M, Oct 26 Papers: Michael McAllister
TOPIC HOW MUCH TO APPROXIMATE?
W, Oct 28 Papers: Bobby Burwell, Brit Chesley
F, Oct 30 Papers: Bryce Herrera, Dunyea Grant
M, Nov 2 Midterm Review, Misc Discussion
W, Nov 4 Papers: Kareem Joudeh, Marco Kalnay
F, Nov 6 MIDTERM 2
M, Nov 9 Papers: Trung Tran, Nick Poindexter
Corey Kochman, Armondo Robles
W, Nov 11 Holiday
TOPIC APPLICATION-SPECIFIC STUDIES
F, Nov 13 Papers: Tomasz Wiercioch, Rabin Acharya
Bryce Herrera, Natalie Franklin, Dunyea Grant
M, Nov 16 Papers: Bryce Herrera, Natalie Franklin, Dunyea Grant
Michael Wollenhaup, Cody LaFlamme
W, Nov 18 Papers: Kareem Joudeh, Marco Kalnay
Arvind Shankar, Quade Kirby
F, Nov 20 Papers: Marco Menendez, Jacob Magnant
Tim Dwyer, John Morin, Jaxon Brown
M, Nov 23 Papers: Alexis Rodriguez, Tevin Thames, De'Andre Miles
Tim Dwyer, John Morin, Jaxon Brown
W, Nov 25 Holiday
F, Nov 27 Holiday
TOPIC SPECIAL TOPICS
M, Nov 30 Topic: Genetic Programming
Papers:
Chris Crary, Wes Piard, Brit Chesley
W, Dec 2 Papers: Nathan Jesserun, Brandon Sweeney
Alexis Rodriguez,Tevin Thames ,De'Andre Miles
F, Dec 4 Papers: Will Paek, Steven Paek
Bobby Burwell, Michael McAllister
M, Dec 7 Papers: Alexandra Wright, Tiffany Walker
Ruben Vazquez, Alexander Perotti
W, Dec 9 Papers: Sean Minchin, Santiago Clavijo
Jake Freedman, Stephen Young

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