{"product_id":"synthetic-data-and-generative-ai-vincent-granville-9780443218576","title":"Synthetic Data and Generative AI","description":"\u003ci\u003eSynthetic Data and Generative AI \u003c\/i\u003ecovers the foundations of machine learning with modern approaches to solving complex problems and the systematic generation and use of synthetic data. Emphasis is on scalability, automation, testing, optimizing, and interpretability (explainable AI). For instance, regression techniques - including logistic and Lasso - are presented as a single method without using advanced linear algebra. Confidence regions and prediction intervals are built using parametric bootstrap without statistical models or probability distributions. Models (including generative models and mixtures) are mostly used to create rich synthetic data to test and benchmark various methods.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Vincent Granville\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0443218579\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780443218576\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Morgan Kaufmann Publishers\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 01\/12\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 250\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"Vincent Granville","offers":[{"title":"Paperback","offer_id":44583713046783,"sku":"9780443218576","price":150.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_23ed5e96-ae3f-4ef2-a9cb-e2d277db8b60.jpg?v=1701883146","url":"https:\/\/www.whiterainbookhouse.com\/products\/synthetic-data-and-generative-ai-vincent-granville-9780443218576","provider":"WR Book House","version":"1.0","type":"link"}