{"product_id":"training-data-for-machine-learning-anthony-sarkis-9781492094524","title":"Training Data for Machine Learning: Human Supervision from Annotation to Data Science","description":"\u003cp\u003eYour training data has as much to do with the success of your data project as the algorithms themselves because most failures in AI systems relate to training data. But while training data is the foundation for successful AI and machine learning, there are few comprehensive resources to help you ace the process. \u003c\/p\u003e\u003cp\u003eIn this hands-on guide, author Anthony Sarkis--lead engineer for the Diffgram AI training data software--shows technical professionals, managers, and subject matter experts how to work with and scale training data, while illuminating the human side of supervising machines. Engineering leaders, data engineers, and data science professionals alike will gain a solid understanding of the concepts, tools, and processes they need to succeed with training data. \u003c\/p\u003e\u003cp\u003e With this book, you'll learn how to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eWork effectively with training data including schemas, raw data, and annotations\u003c\/li\u003e \u003cli\u003eTransform your work, team, or organization to be more AI\/ML data-centric\u003c\/li\u003e \u003cli\u003eClearly explain training data concepts to other staff, team members, and stakeholders\u003c\/li\u003e \u003cli\u003eDesign, deploy, and ship training data for production-grade AI applications\u003c\/li\u003e \u003cli\u003eRecognize and correct new training-data-based failure modes such as data bias\u003c\/li\u003e \u003cli\u003eConfidently use automation to more effectively create training data\u003c\/li\u003e \u003cli\u003eSuccessfully maintain, operate, and improve training data systems of record\u003c\/li\u003e \u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Anthony Sarkis\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1492094528\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781492094524\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 12\/19\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 329\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.17lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.69d","brand":"Anthony Sarkis","offers":[{"title":"Paperback","offer_id":44365364035839,"sku":"9781492094524","price":65.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_8a4e72b5-7cea-484b-ba9a-a643183dda28.jpg?v=1697058108","url":"https:\/\/www.whiterainbookhouse.com\/products\/training-data-for-machine-learning-anthony-sarkis-9781492094524","provider":"WR Book House","version":"1.0","type":"link"}