{"product_id":"neural-network-methods-for-natural-language-processing-9783031010378","title":"Neural Network Methods for Natural Language Processing","description":"\u003cp\u003e • Author(s): Yoav Goldberg\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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","brand":"Springer","offers":[{"title":"Paperback","offer_id":45283403923607,"sku":"9783031010378","price":7024.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783031010378.webp?v=1769304886","url":"https:\/\/atlanticbooks.com\/products\/neural-network-methods-for-natural-language-processing-9783031010378","provider":"Atlantic Books","version":"1.0","type":"link"}