Talks/Panels
Scaling AI Sustainably: An Uncharted Territory
Joint Keynote Address -- USENIX Symposium on Operating System Design and Implementation (OSDI) and Annual Technical Conference (ATC), 2024.
Invited Keynote -- ISCA Workshop on ML for Computer Architecture and Systems, 2024.
Invited Seminar -- William Pierson Field Lecture Series at Princeton University, 2024.
LLMs, Fast and Everywhere: Acceleration for the Age of GenAI
Invited Keynote -- ISCA ARC-LG Workshop: New Approaches for Addressing the Computing Requirements of LLMs and GNNs, 2024.
Sustainable Computing
Panel at the NSF Workshop on Sustainable Computing for Sustainability with Andrew Chien (Univ. of Chicago), Tamar Eilam (IBM), Akshaya Ja (CMU), Kieran Levin (Framework), and Christine Ortiz (MIT), 2024.
Panel at the Research Coordination Network for Digital Economy and Environment (RCN-DEE) Workshop with Diana Marculescu, Lynn Kaack, Helen Li, and Alex Jones, 2022.
Sustainable Computing and the MLPerf Project
Invited Plenary Talk at the International Workshop on Advanced Computing and Analysis Techniques (ACAT), 2024.
The Path to Sustainable IC Ecosystems
Panel at the International Solid-State Circuit Conference (ISSCC) with Yogesh Ramadass (Texas Instrument), Marcus Pan (SRC), Todd Brady (Intel), Jo De Boeck (imec), Andreia Cathelin (STMicroelectronics), 2023.
The Climate Implications of Computing and Communications
Annual Symposium of MIT Climate & Sustainability Consortium (MCSC) with Jesús del Alamo / MIT and Susannah Calvin / Apple, 2022
Scaling AI Sustainably: Environmental Implications, Challenges and Opportunities
Invited Distinguished Seminar at the University of California -- Riverside, 2024.
Invited Talk at the IEEE Solid-State Circuit Society (SSCS) Technical Seminar, 2024.
Keynote at the LLNL Energy Efficiency for High Performance Computing WG Workshop (EE HPC), 2023.
Invited Talk at the IAP-MIT Workshop on the Future AI and Cloud Computing, 2023.
Invited Talk at the Mitsubishi Electric Research Lab, 2023.
Invited Talk at the International Solid-State Circuit Conference (ISSCC), 2023.
Invited Talk at Boston University's CISE Seminar Series, 2023.
Invited Talk at UC Berkeley's Sky Computing Seminar Series, 2023.
Keynote at the VMware RADIO conference, 2022.
Keynote at the ACM International Conference on Future Energy Systems (ACM e-Energy), 2022.
Invited Talk at the IEEE Custom Integrated Circuits Conference : IC for Sustainability, 2022.
Keynote at the IEEE International Symposium on Workload Characterization, 2021.
Distinguished Lecture Series of Paul G. Allen School of Computer Science & Engineering, University of Washington, 2021.
Chiplets and Sustainability
Invited Talk at the ISCA HipChips Chiplet Workshop with Bobbie Manne, 2022.
Benchmarking and Optimizing Systems for Deep Learning Personalization and Recommendation
AIHW Summit 2021 with Dave Patterson and David Kanter [recording]
Environmentally-Sustainable Computing
DAC 2021 with Fahmida Bangert, David Brooks, Andrew Byrnes, Karin Strauss, 2021.
The Microprocessor at 50: Societal Challenges
ISCA 2021 with Bobbie Manne, Partha Ranganathan, Sarah Bird, Shane Greenstein.
[Full article] Socio-Technological Challenges and Opportunities: Paths Forward
[Blogpost] Think Globally, Design Deliberately: Taking an Inclusive Approach to Innovation
AI at Scale for the Modern Era
Hot Chips 33 with Niket Agarwal.
Understanding and Optimizing Machine Learning for the Edge
2021 ICCV Low Power Computer Vision Workshop.
Chasing Carbon: Reducing the Environmental Footprint of Computing
Facebook AI Innovation Summit.
Architecting AI Systems for Deep Learning Recommendation and Beyond
Harvard Electrical Engineering Seminar Series
Designing and Optimizing AI Systems for Deep Learning Recommendation
CMU ECE Seminar Series.
MLPerf: An Industry Standard Benchmark Suite for Machine Learning
Hitting the MLPerf Benchmarks
AI HW Summit 2020 with David Kanter and Peter Mattson.
Deep Learning: It's Not All About Recognizing Cats and Dogs
[Slides] [Talk Recording]
Optimizing AI Systems for Deep Learning Recommendation
NVIDIA GPU Technology Conference (GTC) 2020