Machine Learning Experts - Margaret Mitchell

🚀 If you're interested in learning how ML Experts, like Meg, can help accelerate your ML roadmap visit https://bit.ly/3isEbYH Meg is an Ethical AI Researcher at Hugging Face who previously founded & co-led Google's Ethical AI Group. Thanks for watching Machine Learning Experts with Margaret Mitchell 🎉 In this video you'll hear Meg talk about: - Inclusion & Diversity in Machine Learning - Model Transparency - Women in AI - Machine Learning Bias 🕤 Timestamps 0:00 Intro 1:55 Meg's Background 7:09 When Meg realized the importance of Ethical AI 10:43 Important data ethics applications 12:03 How ML teams can be more aware of harmful bias 13:31 Machine Learning Culture 16:53 Discrimination in Machine Learning 18:26 Inclusion & Diversity 22:47 Diversity in AI 24:23 Model Cards 31:55 Decision thresholds & model transparency 24:30 Meg's Hugging Face Projects 37:22 Meg's impact on AI 40:22 Advice for someone trying to get into ML/AI? 41:26 What industries Meg is most excited to see ML be applied 42:31 Machine Learning bias example 43:39 Will AI take over the world? 45:55 Meg's favorite ML papers 47:42 Lowering the barrier to AI 49:07 Outro 🔗 Honorable mentions + links: Emily Bender: https://twitter.com/emilymbender?lang=en Ehud Reiter: https://mobile.twitter.com/ehudreiter Seeing AI: https://www.microsoft.com/en-us/ai/seeing-ai Data Sheets for Datasets: https://arxiv.org/abs/1803.09010 Model Cards: https://modelcards.withgoogle.com/about Model Cards Paper: https://arxiv.org/abs/1810.03993 🖊️ Favorite ML Papers: Abeba Birhane's Papers: https://arxiv.org/search/cs?searchtype=author&query=Birhane%2C+A The Values Encoded in ML Research: https://arxiv.org/abs/2106.15590 🤗 Find us at: https://bit.ly/3isEbYH 🔥 Follow Meg Online: Twitter: https://twitter.com/mmitchell_ai LinkedIn: https://www.linkedin.com/in/margaret-mitchell-9b13429/ Website: http://www.m-mitchell.com