Energy Star Ratings for AI Models with Sasha Luccioni - #687

Energy Star Ratings for AI Models with Sasha Luccioni - #687

Today, we're joined by Sasha Luccioni, AI and Climate lead at Hugging Face, to discuss the environmental impact of AI models. We dig into her recent research into the relative energy consumption of general purpose pre-trained models vs. task-specific, non-generative models for common AI tasks. We discuss the implications of the significant difference in efficiency and power consumption between the two types of models. Finally, we explore the complexities of energy efficiency and performance benchmarking, and talk through Sasha’s recent initiative, Energy Star Ratings for AI Models, a rating system designed to help AI users select and deploy models based on their energy efficiency. The complete show notes for this episode can be found at http://twimlai.com/go/687.

Jaksot(778)

AI Trends 2023: Causality and the Impact on Large Language Models with Robert Osazuwa Ness - #616

AI Trends 2023: Causality and the Impact on Large Language Models with Robert Osazuwa Ness - #616

Today we’re joined by Robert Osazuwa Ness, a senior researcher at Microsoft Research, to break down the latest trends in the world of causal modeling. In our conversation with Robert, we explore advan...

14 Helmi 20231h 22min

Data-Centric Zero-Shot Learning for Precision Agriculture with Dimitris Zermas - #615

Data-Centric Zero-Shot Learning for Precision Agriculture with Dimitris Zermas - #615

Today we’re joined by Dimitris Zermas, a principal scientist at agriscience company Sentera. Dimitris’ work at Sentera is focused on developing tools for precision agriculture using machine learning, ...

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How LLMs and Generative AI are Revolutionizing AI for Science with Anima Anandkumar - #614

How LLMs and Generative AI are Revolutionizing AI for Science with Anima Anandkumar - #614

Today we’re joined by Anima Anandkumar, Bren Professor of Computing And Mathematical Sciences at Caltech and Sr Director of AI Research at NVIDIA. In our conversation, we take a broad look at the emer...

30 Tammi 20231h 1min

AI Trends 2023: Natural Language Proc - ChatGPT, GPT-4 and Cutting Edge Research with Sameer Singh - #613

AI Trends 2023: Natural Language Proc - ChatGPT, GPT-4 and Cutting Edge Research with Sameer Singh - #613

Today we continue our AI Trends 2023 series joined by Sameer Singh, an associate professor in the department of computer science at UC Irvine and fellow at the Allen Institute for Artificial Intellige...

23 Tammi 20231h 45min

AI Trends 2023: Reinforcement Learning - RLHF, Robotic Pre-Training, and Offline RL with Sergey Levine - #612

AI Trends 2023: Reinforcement Learning - RLHF, Robotic Pre-Training, and Offline RL with Sergey Levine - #612

Today we’re taking a deep dive into the latest and greatest in the world of Reinforcement Learning with our friend Sergey Levine, an associate professor, at UC Berkeley. In our conversation with Serge...

16 Tammi 202359min

Supporting Food Security in Africa Using ML with Catherine Nakalembe - #611

Supporting Food Security in Africa Using ML with Catherine Nakalembe - #611

Today we conclude our coverage of the 2022 NeurIPS series joined by Catherine Nakalembe, an associate research professor at the University of Maryland, and Africa Program Director under NASA Harvest. ...

9 Tammi 20231h 6min

Service Cards and ML Governance with Michael Kearns - #610

Service Cards and ML Governance with Michael Kearns - #610

Today we conclude our AWS re:Invent 2022 series joined by Michael Kearns, a professor in the department of computer and information science at UPenn, as well as an Amazon Scholar. In our conversation,...

2 Tammi 202339min

Reinforcement Learning for Personalization at Spotify with Tony Jebara - #609

Reinforcement Learning for Personalization at Spotify with Tony Jebara - #609

Today we continue our NeurIPS 2022 series joined by Tony Jebara, VP of engineering and head of machine learning at Spotify. In our conversation with Tony, we discuss his role at Spotify and how the co...

29 Joulu 202241min

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