{"product_id":"practicing-trustworthy-machine-learning-yada-pruksachatkun-9781098120276","title":"Practicing Trustworthy Machine Learning: Consistent, Transparent, and Fair AI Pipelines","description":"\u003cp\u003eWith the increasing use of AI in high-stakes domains such as medicine, law, and defense, organizations spend a lot of time and money to make ML models trustworthy. Many books on the subject offer deep dives into theories and concepts. This guide provides a practical starting point to help development teams produce models that are secure, more robust, less biased, and more explainable. \u003c\/p\u003e\u003cp\u003e Authors Yada Pruksachatkun, Matthew McAteer, and Subhabrata Majumdar translate best practices in the academic literature for curating datasets and building models into a blueprint for building industry-grade trusted ML systems. With this book, engineers and data scientists will gain a much-needed foundation for releasing trustworthy ML applications into a noisy, messy, and often hostile world. \u003c\/p\u003e\u003cp\u003e You'll learn: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eMethods to explain ML models and their outputs to stakeholders \u003c\/li\u003e\n\u003cli\u003eHow to recognize and fix fairness concerns and privacy leaks in an ML pipeline \u003c\/li\u003e\n\u003cli\u003eHow to develop ML systems that are robust and secure against malicious attacks \u003c\/li\u003e\n\u003cli\u003eImportant systemic considerations, like how to manage trust debt and which ML obstacles require human intervention \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Yada Pruksachatkun, Matthew McAteer, Subhabrata Majumdar\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1098120272\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781098120276\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/07\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 300\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.10lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.10h x 6.90w x 0.80d","brand":"Yada Pruksachatkun","offers":[{"title":"Paperback","offer_id":44132877402367,"sku":"9781098120276","price":79.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_8a9e269a-f701-41e7-809d-6e27944ee905.jpg?v=1687482837","url":"https:\/\/www.whiterainbookhouse.com\/products\/practicing-trustworthy-machine-learning-yada-pruksachatkun-9781098120276","provider":"WR Book House","version":"1.0","type":"link"}