{"product_id":"practicing-trustworthy-machine-learning-consistent-transparent-and-fair-ai-pipelines-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\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/28\/2023\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098120276\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 350","brand":"Yada Pruksachatkun, Matthew McAteer, Subhabrata Majumdar","offers":[{"title":"Default Title","offer_id":42580617658549,"sku":"9781098120276","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_2e4a7104-c3f7-4731-aa71-8bf17c180374.jpg?v=1672758951","url":"https:\/\/pastforward.org\/products\/practicing-trustworthy-machine-learning-consistent-transparent-and-fair-ai-pipelines-9781098120276","provider":"Past Forward","version":"1.0","type":"link"}