{"product_id":"neural-network-methods-for-natural-yoav-goldberg-9783031010378","title":"Neural Network Methods for Natural Language Processing","description":"\u003cp\u003eNeural networks are a family of powerful machine learning models. This book focuses on the application of neural network models to natural language data. The first half of the book (Parts I and II) covers the basics of supervised machine learning and feed-forward neural networks, the basics of working with machine learning over language data, and the use of vector-based rather than symbolic representations for words. It also covers the computation-graph abstraction, which allows to easily define and train arbitrary neural networks, and is the basis behind the design of contemporary neural network software libraries.\u003c\/p\u003e \u003cp\u003eThe second part of the book (Parts III and IV) introduces more specialized neural network architectures, including 1D convolutional neural networks, recurrent neural networks, conditioned-generation models, and attention-based models. These architectures and techniques are the driving force behind state-of-the-art algorithms for machine translation, syntactic parsing, and many other applications. Finally, we also discuss tree-shaped networks, structured prediction, and the prospects of multi-task learning.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Yoav Goldberg\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 303101037X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783031010378\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/17\/2017\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 20\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.19lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.65d","brand":"Yoav Goldberg","offers":[{"title":"Paperback","offer_id":44078790803711,"sku":"9783031010378","price":69.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_be1b5e0e-ea8e-44fe-a03d-13138727cbb9.jpg?v=1685477537","url":"https:\/\/www.whiterainbookhouse.com\/products\/neural-network-methods-for-natural-yoav-goldberg-9783031010378","provider":"WR Book House","version":"1.0","type":"link"}