Data Rights, Quantification and Governance for Ethical AI with Margaret Mitchell - #572
Today we close out our coverage of the ICLR series joined by Meg Mitchell, chief ethics scientist and researcher at Hugging Face. In our conversation with Meg, we discuss her participation in the WikiM3L Workshop, as well as her transition into her new role at Hugging Face, which has afforded her the ability to prioritize coding in her work around AI ethics. We explore her thoughts on the work happening in the fields of data curation and data governance, her interest in the inclusive sharing of datasets and creation of models that don't disproportionately underperform or exploit subpopulations, and how data collection practices have changed over the years.
We also touch on changes to data protection laws happening in some pretty uncertain places, the evolution of her work on Model Cards, and how she’s using this and recent Data Cards work to lower the barrier to entry to responsibly informed development of data and sharing of data.
The complete show notes for this episode can be found at https://twimlai.com/go/572
Subscribe:
Apple Podcasts:
https://tinyurl.com/twimlapplepodcast
Spotify:
https://tinyurl.com/twimlspotify
Google Podcasts:
https://podcasts.google.com/?feed=aHR0cHM6Ly90d2ltbGFpLmxpYnN5bi5jb20vcnNz
RSS:
https://feeds.megaphone.fm/MLN2155636147
Full episodes playlist:
https://www.youtube.com/playlist?list=PLILZm3MRkvH83C46bZ4rPmB-jKWBltWkP
Subscribe to our Youtube Channel:
https://www.youtube.com/channel/UC7kjWIK1H8tfmFlzZO-wHMw?sub_confirmation=1
Podcast website:
https://twimlai.com
Sign up for our newsletter:
https://twimlai.com/newsletter
Check out our blog:
https://twimlai.com/blog
Follow us on Twitter:
https://twitter.com/twimlai
Follow us on Facebook:
https://facebook.com/twimlai
Follow us on Instagram:
https://instagram.com/twimlai
Видео Data Rights, Quantification and Governance for Ethical AI with Margaret Mitchell - #572 канала The TWIML AI Podcast with Sam Charrington
We also touch on changes to data protection laws happening in some pretty uncertain places, the evolution of her work on Model Cards, and how she’s using this and recent Data Cards work to lower the barrier to entry to responsibly informed development of data and sharing of data.
The complete show notes for this episode can be found at https://twimlai.com/go/572
Subscribe:
Apple Podcasts:
https://tinyurl.com/twimlapplepodcast
Spotify:
https://tinyurl.com/twimlspotify
Google Podcasts:
https://podcasts.google.com/?feed=aHR0cHM6Ly90d2ltbGFpLmxpYnN5bi5jb20vcnNz
RSS:
https://feeds.megaphone.fm/MLN2155636147
Full episodes playlist:
https://www.youtube.com/playlist?list=PLILZm3MRkvH83C46bZ4rPmB-jKWBltWkP
Subscribe to our Youtube Channel:
https://www.youtube.com/channel/UC7kjWIK1H8tfmFlzZO-wHMw?sub_confirmation=1
Podcast website:
https://twimlai.com
Sign up for our newsletter:
https://twimlai.com/newsletter
Check out our blog:
https://twimlai.com/blog
Follow us on Twitter:
https://twitter.com/twimlai
Follow us on Facebook:
https://facebook.com/twimlai
Follow us on Instagram:
https://instagram.com/twimlai
Видео Data Rights, Quantification and Governance for Ethical AI with Margaret Mitchell - #572 канала The TWIML AI Podcast with Sam Charrington
Показать
Комментарии отсутствуют
Информация о видео
12 мая 2022 г. 21:43:48
00:46:04
Другие видео канала
Off-Line, Off-Policy RL for Real-World Decision Making at Facebook - #448Solving the Cocktail Party Problem with Machine Learning, w/ Jonathan Le Roux - #555Feature Stores for MLOps with Mike del Balso - #420Reacting to Causal Models in Practice at Lyft w/ Robert Osazuwa NessChronos: Learning the Language of Time Series with Abdul Fatir Ansari - 685Human-Centered ML for High-Risk Behaviors with Stevie Chancellor - #472MineDojo: Open-Ended Task Solving in MinecraftUsing Brain Imaging to Improve Neural Networks with Alona Fyshe - #513The ML metrics are behind where the tech is. LLMs score lower on metrics but generate better resultsTurn problems to checklists and restructure from low to high-level judgments to avoid hallucinationsSpiking Neural Nets and ML as a Systems Challenge with Jeff Gehlhaar - TWIML Talk #280Assessing Data Quality at Shopify with Wendy Foster - #592Supporting Food Security in Africa Using ML with Catherine Nakalembe - 611Adaptivity in Machine Learning with Samory Kpotufe - #512Never Trust an AI DemoSkip-Convolutions for Efficient Video Processing with Amir Habibian - #496Innovating Neural Machine Translation with Arul Menezes - #458The main challenge comes from difficulties in discrete optimization. Scaling needs improved strategy#TWIMLfest: Office Hours - Reinforcement LearningTransformers for Tabular Data at Capital One with Bayan Bruss - #591