Scott Zoldi: Using the Best AI Tools for the Job
Release Date: 06/06/2024
Wendy Gonzalez: Managing the Humans in the AI Loop
The Road to Accountable AI
This week, Kevin Werbach is joined by Wendy Gonzalez of Sama, to discuss the intersection of human judgment and artificial intelligence. Sama provides data annotation, testing, model fine-tuning, and related services for computer vision and generative AI. Kevin and Wendy review Sama's history and evolution, and then consider the challenges of maintaining reliability in AI models through validation and human-centric feedback. Wendy addresses concerns about the ethics of employing workers from the developing world for these tass. She then shares insights on Sama's commitment to transparency in...
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Jessica Lennard: AI Regulation as Part of a Growth Agenda
The Road to Accountable AI
The UK is in a unique position in the global AI landscape. It is home to important AI development labs and corporate AI adopters, but its regulatory regime is distinct from both the US and the European Union. In this episode, Kevin Werbach sits down with Jessica Leonard, the Chief Strategy and External Affairs Officer at the UK's Competition and Markets Authority (CMA). Jessica discusses the CMA's role in shaping AI policy against the backdrop of a shifting political and economic landscape, and how it balances promoting innovation with competition and consumer protection. She highlights the...
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Tim O'Reilly: The Values of AI Disclosure
The Road to Accountable AI
In this episode, Kevin speaks with with the influential tech thinker Tim O’Reilly, founder and CEO of O’Reilly Media and popularizer of terms such as open source and Web 2.0. O'Reilly, who co-leads the AI Disclosures Project at the Social Science Research Council, offers an insightful and historically-informed take on AI governance. Tim and Kevin first explore the evolution of AI, tracing its roots from early computing innovations like ENIAC to its current transformative role Tim notes the centralization of AI development, the critical role of data access, and the costs of creating...
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Alice Xiang: Connecting Research and Practice for Responsible AI
The Road to Accountable AI
Join Professor Werbach in his conversation with Alice Xiang, Global Head of AI Ethics at Sony and Lead Research Scientist at Sony AI. With both a research and corporate background, Alice provides an inside look at how her team integrates AI ethics across Sony's diverse business units. She explains how the evolving landscape of AI ethics is both a challenge and an opportunity for organizations to reposition themselves as the world embraces AI. Alice discusses fairness, bias, and incorporating these ethical ideas in practical business environments. She emphasizes the importance of collaboration,...
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Krishna Gade: Observing AI Explainability...and Explaining AI Observability
The Road to Accountable AI
Kevin Werbach speaks with Krishna Gade, founder and CEO of Fiddler AI, on the the state of explainability for AI models. One of the big challenges of contemporary AI is understanding just why a system generated a certain output. Fiddler is one of the startups offering tools that help developers and deployers of AI understand what exactly is going on. In the conversation, Kevin and Krishna explore the importance of explainability in building trust with consumers, companies, and developers, and then dive into the mechanics of Fiddler's approach to the problem. The conversation covers...
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Angela Zhang: What’s Really Happening with AI (and AI Governance) in China
The Road to Accountable AI
This week, Professor Werbach is joined by USC Law School professor Angela Zhang, an expert on China's approach to the technology sector. China is both one of the world's largest markets and home to some of the world's leading tech firms, as well as an active ecosystem of AI developers. Yet its relationship to the United States has become increasingly tense. Many in the West see a battle between the US and China to dominate AI, with significant geopolitical implications. In the episodoe, Zhang discusses China’s rapidly evolving tech and AI landscape, and the impact of government policies on...
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Shae Brown: AI Auditing Gets Real
The Road to Accountable AI
Professor Werbach speaks with Shea Brown, founder of AI auditing firm BABL AI. Brown discusses how his work as an astrophysicist led him to and machine learning, and then to the challenge of evaluating AI systems. He explains the skills needed for effective AI auditing and what makes a robust AI audit. Kevin and Shae talk about the growing landscape of AI auditing services and the strategic role of specialized firms like BABL AI. They examine the evolving standards and regulations surrounding AI auditing from local laws to US government initiatives to the European Union's AI Act. Finally,...
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Kevin Bankston: The Value of Open AI Models
The Road to Accountable AI
This week, Professor Werbach is joined by Kevin Bankston, Senior Advisor on AI Governance for the Center for Democracy & Technology, to discuss the benefits and risks of open weight frontier AI models. They discuss the meaning of open foundation models, how they relate to open source software, how such models could accelerate technological advancement, and the debate over their risks and need for restrictions. Bankston discusses the National Telecommunications and Information Administration's recent recommendations on open weight models, and CDT's response to the request for comments....
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Lara Abrash: How Organizations Can Meet the AI Challenge
The Road to Accountable AI
In this episode, Professor Kevin Werbach sits with Lara Abrash, Chair of Deloitte US. Lara and Kevin discuss the complexities of integrating generative AI systems into companies and aligning stakeholders in making AI trustworthy. They discuss how to address bias, and the ways Deloitte promotes trust throughout its organization. Lara explains the role and technological expertise of boards, company risk management, and the global regulatory environment. Finally, Lara discusses the ways in which Deloitte handles both its people and the services they provide. Lara Abrash is the Chair of...
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Adam Thierer: Where AI Regulation Can Go Wrong
The Road to Accountable AI
Professor Werbach speaks with Adam Thierer, senior fellow for Technology and Innovation at R Street Institute. Adam and Kevin highligh developments in AI regulation on the state, federal, and international scale, and discuss both the benefits and dangers of regulatory engagement in the area. They consider the notion of AI as a “field-of-fields,” and the value of a sectoral approach to regulation, looking back to the development of regulatory approaches for the internet. Adam discusses what types of AI regulations can best balance accountability with innovation, protecting smaller AI...
info_outlineKevin Werbach speaks with Scott Zoldi of FICO, which pioneered consumer credit scoring in the 1950s and now offers a suite of analytics and fraud detection tools. Zoldi explains the importance of transparency and interpretability in AI models, emphasizing a “simpler is better” approach to creating clear and understandable algorithms. He discusses FICO's approach to responsible AI, which includes establishing model governance standards, and enforcing these standards through the use of blockchain technology. Zoldi explains how blockchain provides an immutable record of the model development process, enhancing accountability and trust. He also highlights the challenges organizations face in implementing responsible AI practices, particularly in light of upcoming AI regulations, and stresses the need for organizations to catch up in defining governance standards to ensure trustworthy and accountable AI models.