{"product_id":"machine-learning-for-high-risk-applications-approaches-to-responsible-ai-9781098102432","title":"Machine Learning for High-Risk Applications: Approaches to Responsible AI","description":"\u003cp\u003eThe past decade has witnessed a wide adoption of artificial intelligence and machine learning (AI\/ML) technologies. However, a lack of oversight into their widespread implementation has resulted in harmful outcomes that could have been avoided with proper oversight. Before we can realize AI\/ML's true benefit, practitioners must understand how to mitigate its risks. This book describes responsible AI, a holistic approach for improving AI\/ML technology, business processes, and cultural competencies that builds on best practices in risk management, cybersecurity, data privacy, and applied social science. \u003c\/p\u003e\u003cp\u003e It's an ambitious undertaking that requires a diverse set of talents, experiences, and perspectives. Data scientists and nontechnical oversight folks alike need to be recruited and empowered to audit and evaluate high-impact AI\/ML systems. Author Patrick Hall created this guide for a new generation of auditors and assessors who want to make AI systems better for organizations, consumers, and the public at large. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eLearn how to create a successful and impactful responsible AI practice \u003c\/li\u003e\n\u003cli\u003eGet a guide to existing standards, laws, and assessments for adopting AI technologies \u003c\/li\u003e\n\u003cli\u003eLook at how existing roles at companies are evolving to incorporate responsible AI \u003c\/li\u003e\n\u003cli\u003eExamine business best practices and recommendations for implementing responsible AI \u003c\/li\u003e\n\u003cli\u003eLearn technical approaches for responsible AI at all stages of system development \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/30\/2023\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098102432\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 429","brand":"Patrick Hall, James Curtis, Parul Pandey","offers":[{"title":"Default Title","offer_id":42824520204469,"sku":"9781098102432","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_ed7bf11f-bd0a-4f7c-8b78-8274074eb36f.jpg?v=1680620514","url":"https:\/\/pastforward.org\/products\/machine-learning-for-high-risk-applications-approaches-to-responsible-ai-9781098102432","provider":"Past Forward","version":"1.0","type":"link"}