Tutorial: Create human-centered AI with the Human-AI eXperience (HAX) Toolkit
- Saleema Amershi, Mihaela Vorvoreanu | Microsoft Research, Aether UX Research & RAI Education
- Microsoft Research Summit 2021 | Responsible AI
There’s been a push to build AI technologies that benefit people and society while also mitigating potential harm. To accomplish this, it’s important to take a holistic approach. We aim to help AI creators make responsible and human-centered decisions as they develop their products through technical advances in algorithms and models as well as sociotechnical advances in methods and tools. In this talk, researchers from Microsoft Research and the cross-company AI, Ethics, and Effects in Engineering and Research (Aether) Committee introduce the Human-AI eXperience (HAX) Toolkit—a set of practical tools for creating human-centered AI technologies. They will share concrete examples and case studies to demonstrate how and when to use each tool in the Toolkit. They will also talk about open research challenges and opportunities to create responsible AI experiences.
Resources: https://aka.ms/haxtoolkit (opens in new tab)
Learn more about the 2021 Microsoft Research Summit: https://Aka.ms/researchsummit (opens in new tab)
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Saleema Amershi
Partner Research Manager
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Mihaela Vorvoreanu
Director, UX Research and Education, Aether
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Responsible AI
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Opening remarks: Responsible AI
- Hanna Wallach
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Demo: RAI Toolbox: An open-source framework for building responsible AI
- Besmira Nushi,
- Mehrnoosh Sameki,
- Amit Sharma
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Tutorial: Best practices for prioritizing fairness in AI systems
- Amit Deshpande,
- Amit Sharma
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Panel discussion: Content moderation beyond the ban: Reducing borderline, toxic, misleading, and low-quality content
- Tarleton Gillespie,
- Zoe Darmé,
- Ryan Calo
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Lightning talks: Advances in fairness in AI: From research to practice
- Amit Sharma,
- Michael Amoako,
- Kristen Laird
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Lightning talks: Advances in fairness in AI: New directions
- Amit Sharma,
- Kinjal Basu,
- Michael Madaio
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Panel: Maximizing benefits and minimizing harms with language technologies
- Hal Daumé III,
- Steven Bird,
- Su Lin Blodgett
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Tutorial: Create human-centered AI with the Human-AI eXperience (HAX) Toolkit
- Saleema Amershi,
- Mihaela Vorvoreanu
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Panel: The future of human-AI collaboration
- Aaron Halfaker,
- Charles Isbell,
- Jaime Teevan
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Closing remarks: Responsible AI
- Ece Kamar