{"product_id":"neural-network-methods-for-natural-language-processing-von-yoav-goldberg","title":"Neural Network Methods for Natural Language Processing","description":"\n                                \n                \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\n                                \n                \n                \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\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783031010378\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783031010378","offer_id":40175741567069,"sku":"9783031010378","price":69.54,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/460696a3-f296-4854-b3a6-db4658c662f8.jpg?v=1770959890","url":"https:\/\/shop.autorenwelt.de\/en\/products\/neural-network-methods-for-natural-language-processing-von-yoav-goldberg","provider":"Autorenwelt Shop","version":"1.0","type":"link"}