Is Machine Learning Sustainable?

Is Machine Learning Sustainable?

Training a single NLP model can emit as much carbon as five cars in their lifetime. Is there such a thing as green Machine Learning? With accuracy hungry algorithms ML software is consuming more and more computational resources, largely benefiting from the increasingly better hardware. Are the results worth the environmental cost? This talk will cover some of the latest research in the area, showing options to estimate the carbon footprint and discuss ideas on how to make Machine Learning more green.

Language English
Level Level 200
Technologies

Machine Learning

Edition GreenConf
Room English Track
Hour 2:40 PM

Speaker

Sara Bergman
Sara Bergman

Sara Bergman is a Software Engineer at Microsoft Development Center Norway working in a team which owns several backend APIs powering experience such as OneDrive, Outlook Mobile and Skype.

Details


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