{"product_id":"practical-fairness-achieving-fair-and-secure-data-models-9781492075738","title":"Practical Fairness: Achieving Fair and Secure Data Models","description":"\u003cp\u003eFairness is becoming a paramount consideration for data scientists. Mounting evidence indicates that the widespread deployment of machine learning and AI in business and government is reproducing the same biases we're trying to fight in the real world. But what does fairness mean when it comes to code? This practical book covers basic concerns related to data security and privacy to help data and AI professionals use code that's fair and free of bias.\u003c\/p\u003e\u003cp\u003eMany realistic best practices are emerging at all steps along the data pipeline today, from data selection and preprocessing to closed model audits. Author Aileen Nielsen guides you through technical, legal, and ethical aspects of making code fair and secure, while highlighting up-to-date academic research and ongoing legal developments related to fairness and algorithms.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eIdentify potential bias and discrimination in data science models\u003c\/li\u003e\n\u003cli\u003eUse preventive measures to minimize bias when developing data modeling pipelines\u003c\/li\u003e\n\u003cli\u003eUnderstand what data pipeline components implicate security and privacy concerns\u003c\/li\u003e\n\u003cli\u003eWrite data processing and modeling code that implements best practices for fairness\u003c\/li\u003e\n\u003cli\u003eRecognize the complex interrelationships between fairness, privacy, and data security created by the use of machine learning models\u003c\/li\u003e\n\u003cli\u003eApply normative and legal concepts relevant to evaluating the fairness of machine learning models\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 12\/22\/2020\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492075738\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 346\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.25lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 7.00w x 0.80d","brand":"Aileen Nielsen","offers":[{"title":"Default Title","offer_id":38025233825973,"sku":"9781492075738","price":47.59,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_28be8c4b-04c9-494a-ad6a-ea638672961f.jpg?v=1609187651","url":"https:\/\/pastforward.org\/products\/practical-fairness-achieving-fair-and-secure-data-models-9781492075738","provider":"Past Forward","version":"1.0","type":"link"}