CCIT Seminar: On the Carbon Footprint of Deep Learning

CCIT Seminar: On the Carbon Footprint of Deep Learning

About the event

When
Tuesday, April 30, 2024 11:00 AM - Tuesday, April 30, 2024 12:00 PM

Where
ITU room 3A18 & online

Join the CCIT for our next CCIT Seminar where Raghavendra Selvan will give a guest lecture on the sustainability of Deep Learning.

About the seminar:
Deep Learning (DL) has transformed several application domains, including computer vision and natural language processing, with new and exciting possibilities in Artificial Intelligence (AI). These advancements have been enabled, and accelerated, by large scale computations on massive data which also translate into increased energy- and carbon- costs. In this work, we take a look at the carbon footprint of DL across domains, present techniques to quantify it and practices that could improve the environmental sustainability of AI. Further, we will look at the notion of Pareto Sustainable AI which considers the three-way trade off between performance, environmental impact and factors impacting social sustainability (such as safety and fairness).

About the speaker:
Raghavendra Selvan is currently an Assistant Professor (Tenure-track) at Machine Learning (ML) Section, Dept. of Computer Science, University of Copenhagen (UCPH). Please find his Academic Profile here: https://raghavian.github.io/