{"product_id":"explainable-natural-language-processing-anders-sgaard-9783031010521","title":"Explainable Natural Language Processing","description":"This book presents a taxonomy framework and survey of methods relevant to explaining the decisions and analyzing the inner workings of Natural Language Processing (NLP) models. The book is intended to provide a snapshot of Explainable NLP, though the field continues to rapidly grow. The book is intended to be both readable by first-year M.Sc. students and interesting to an expert audience. The book opens by motivating a focus on providing a consistent taxonomy, pointing out inconsistencies and redundancies in previous taxonomies. It goes on to present (i) a taxonomy or framework for thinking about how approaches to explainable NLP relate to one another; (ii) brief surveys of each of the classes in the taxonomy, with a focus on methods that are relevant for NLP; and (iii) a discussion of the inherent limitations of some classes of methods, as well as how to best evaluate them. Finally, the book closes by providing a list of resources for further research on explainability.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Anders Saard\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3031010523\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783031010521\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/21\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 107\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.50lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.26d","brand":"Anders Saard","offers":[{"title":"Paperback","offer_id":44129324400895,"sku":"9783031010521","price":64.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_5cce7264-0515-44fa-82cf-1267c2e5842e.jpg?v=1687463270","url":"https:\/\/www.whiterainbookhouse.com\/products\/explainable-natural-language-processing-anders-sgaard-9783031010521","provider":"WR Book House","version":"1.0","type":"link"}