{"product_id":"algorithmic-aspects-of-machine-learning-ankur-moitra-9781107184589","title":"Algorithmic Aspects of Machine Learning","description":"This book bridges theoretical computer science and machine learning by exploring what the two sides can teach each other. It emphasizes the need for flexible, tractable models that better capture not what makes machine learning hard, but what makes it easy. Theoretical computer scientists will be introduced to important models in machine learning and to the main questions within the field. Machine learning researchers will be introduced to cutting-edge research in an accessible format, and gain familiarity with a modern, algorithmic toolkit, including the method of moments, tensor decompositions and convex programming relaxations. The treatment beyond worst-case analysis is to build a rigorous understanding about the approaches used in practice and to facilitate the discovery of exciting, new ways to solve important long-standing problems.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ankur Moitra\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1107184584\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781107184589\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cambridge University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/27\/2018\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 158\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.78lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 8.75h x 6.88w x 0.57d\u003cbr\u003e\u003cbr\u003e\u003cb\u003eReview Citation(s): \u003c\/b\u003e\u003cbr\u003e\u003ci\u003eChoice\u003c\/i\u003e 03\/01\/2019","brand":"Ankur Moitra","offers":[{"title":"Hardcover","offer_id":44054893723903,"sku":"9781107184589","price":94.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_26c3117f-39d5-411a-94a8-8bce269a36b2.jpg?v=1685032596","url":"https:\/\/www.whiterainbookhouse.com\/products\/algorithmic-aspects-of-machine-learning-ankur-moitra-9781107184589","provider":"WR Book House","version":"1.0","type":"link"}