New PDF release: Neural Network Methods for Natural Language Processing

By Yoav Goldberg

ISBN-10: 1627052984

ISBN-13: 9781627052986

ISBN-10: 1681732351

ISBN-13: 9781681732350

Neural networks are a relatives of strong laptop studying versions. This ebook specializes in the appliance of neural community versions to traditional language information. the 1st 1/2 the booklet (Parts I and II) covers the fundamentals of supervised laptop studying and feed-forward neural networks, the fundamentals of operating with computer studying over language information, and using vector-based instead of symbolic representations for phrases. It additionally covers the computation-graph abstraction, which permits to simply outline and educate arbitrary neural networks, and is the root at the back of the layout of up to date neural community software program libraries.

The moment a part of the booklet (Parts III and IV) introduces extra really good neural community architectures, together with 1D convolutional neural networks, recurrent neural networks, conditioned-generation types, and attention-based types. those architectures and methods are the motive force at the back of state of the art algorithms for computer translation, syntactic parsing, and lots of different functions. ultimately, we additionally talk about tree-shaped networks, dependent prediction, and the customers of multi-task learning.

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Read Online or Download Neural Network Methods for Natural Language Processing (Synthesis Lectures on Human Language Technologies) PDF

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