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.

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Generating Ground-Level Images From Overhead Imagery Using GANs with Yi Zhu - TWiML Talk #172

Generating Ground-Level Images From Overhead Imagery Using GANs with Yi Zhu - TWiML Talk #172

Today we’re joined by Yi Zhu, a PhD candidate at UC Merced focused on geospatial image analysis. In our conversation, Yi and I take a look at his recent paper “What Is It Like Down There? Generating D...

13 Aug 201838min

Vision Systems for Planetary Landers and Drones with Larry Matthies - TWiML Talk #171

Vision Systems for Planetary Landers and Drones with Larry Matthies - TWiML Talk #171

Today we’re joined by Larry Matthies, Sr. Research Scientist and head of computer vision in the mobility and robotics division at JPL. In our conversation, we discuss two talks he gave at CVPR a few w...

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Learning Semantically Meaningful and Actionable Representations with Ashutosh Saxena - TWiML Talk #170

Learning Semantically Meaningful and Actionable Representations with Ashutosh Saxena - TWiML Talk #170

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AI Innovation for Clinical Decision Support with Joe Connor - TWiML Talk #169

AI Innovation for Clinical Decision Support with Joe Connor - TWiML Talk #169

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2 Aug 201842min

Dynamic Visual Localization and Segmentation with Laura Leal-Taixé -TWiML Talk #168

Dynamic Visual Localization and Segmentation with Laura Leal-Taixé -TWiML Talk #168

In this episode I'm joined by Laura Leal-Taixé, Professor at the Technical University of Munich where she leads the Dynamic Vision and Learning Group. In our conversation, we discuss several of her r...

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Conversational AI for the Intelligent Workplace with Gillian McCann - TWiML Talk #167

Conversational AI for the Intelligent Workplace with Gillian McCann - TWiML Talk #167

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Computer Vision and Intelligent Agents for Wildlife Conservation with Jason Holmberg - TWiML Talk #166

Computer Vision and Intelligent Agents for Wildlife Conservation with Jason Holmberg - TWiML Talk #166

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Pragmatic Deep Learning for Medical Imagery with Prashant Warier - TWiML Talk #165

Pragmatic Deep Learning for Medical Imagery with Prashant Warier - TWiML Talk #165

In this episode I'm joined by Prashant Warier, CEO and Co-Founder of Qure.ai. We discuss the company’s work building products for interpreting head CT scans and chest x-rays. We look at knowledge gain...

19 Juli 201836min

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