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ACM members and non-members alike are welcome to attend our popular series of
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VIEW OUR RECENT TECHTALK

  



Machine Learning for Algorithm Design with Maria Florina Balcan

The classic textbook approach to designing and analyzing algorithms assumes
worst-case instances of the problem, about which the algorithm designer has
absolutely no information at all. Unfortunately, for many problems such
worst-case guarantees—either for solution quality or running time or other
performance measures—are often weak. Consequently, rather than using off the
shelf algorithms that have weak worst-case guarantees, practitioners often
employ a data-driven algorithm design approach; specifically, given an
application, they use machine learning and instances of the problem from the
specific domain to learn a method that works best in that domain. Historically,
such algorithmic techniques have come with no performance guarantees. In this
talk, I will describe our recent work that helps put data-driven algorithm
design on firm foundations. I will describe both specific case studies and
general principles applicable broadly to a variety of combinatorial problems.


ACM LEARNING CENTER TECHTALK ARCHIVE

ACM award winners, leading researchers, industry veterans, thought leaders, and
innovators address today and tomorrow's hottest topics and issues in computing
for busy practitioners, as well as educators, students, and researchers. Check
out our archive of these ACM TechTalks, free for members and non-members alike.


TECHTALKS ON ARTIFICIAL INTELLIGENCE & MACHINE LEARNING

Talks from some of the leading visionaries and bleeding-edge researchers in
AI/ML: Fei-Fei Li on visual intelligence in computers and ImageNet; Eric Horvitz
on AI solutions in the open world; and Tom Mitchell on using ML to study how the
brain creates and represents language.


VIEW LATEST LEARNING CENTER TECHTALKS

6 October 2021 :

HUMAN INSPIRED ARTIFICIAL INTELLIGENCE WITH MANISH GUPTA

9 September 2021 :

QUANTUM COMPUTATIONAL SUPREMACY WITH SCOTT AARONSON

11 August 2021 :

RUNNING LINUX APPS ON WINDOWS: HOW AND WHY? WITH SCOTT HANSELMAN


THE ESSENCE OF SOFTWARE (OR WHY SYSTEMS OFTEN FAIL BY DESIGN, AND HOW TO FIX
THEM)

View the recent ACM TechTalk, "The Essence of Software (Or Why Systems Often
Fail by Design, and How to Fix Them)", presented by Daniel Jackson,  ACM Fellow
and Professor of Computer Science at MIT. George Fairbanks, Software Engineer at
Google, will moderate the qestions and  answers session following the talk.
Continue the discussion on ACM's Discourse Page.


GETTING STARTED WITH KUBERNETES

View the recent ACM TechTalk, "Getting Started with Kubernetes," presented by
Nigel Poulton, Kubernetes and Docker trainer and author. Dominic Holt, CEO of
Harpoon Corp and a member of the ACM Professional Development Committee,
moderated the qestions and answers session following the talk. Continue the
discussion on ACM's Discourse Page.


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