Worth: $99.00
(as of Nov 01, 2025 05:44:52 UTC – Particulars)
A survey of computational strategies for understanding, producing, and manipulating human language, which affords a synthesis of classical representations and algorithms with up to date machine studying methods.
This textbook supplies a technical perspective on pure language processing—strategies for constructing laptop software program that understands, generates, and manipulates human language. It emphasizes up to date data-driven approaches, specializing in methods from supervised and unsupervised machine studying. The primary part establishes a basis in machine studying by constructing a set of instruments that might be used all through the e-book and making use of them to word-based textual evaluation. The second part introduces structured representations of language, together with sequences, timber, and graphs. The third part explores totally different approaches to the illustration and evaluation of linguistic that means, starting from formal logic to neural phrase embeddings. The ultimate part affords chapter-length remedies of three transformative functions of pure language processing: data extraction, machine translation, and textual content technology. Finish-of-chapter workout routines embrace each paper-and-pencil evaluation and software program implementation.
The textual content synthesizes and distills a broad and numerous analysis literature, linking up to date machine studying methods with the sphere’s linguistic and computational foundations. It’s appropriate to be used in superior undergraduate and graduate-level programs and as a reference for software program engineers and knowledge scientists. Readers ought to have a background in laptop programming and college-level arithmetic. After mastering the fabric introduced, college students could have the technical ability to construct and analyze novel pure language processing techniques and to grasp the most recent analysis within the subject.
Writer : The MIT Press
Publication date : Oct. 1 2019
Version : Illustrated
Language : English
Print size : 536 pages
ISBN-10 : 0262042843
ISBN-13 : 978-0262042840
Merchandise weight : 998 g
Dimensions : 18.42 x 2.95 x 23.65 cm
Finest Sellers Rank: #618,951 in Books (See High 100 in Books) #217 in AI Human Imaginative and prescient & Language Programs #225 in Pure Language Processing Software program #288 in Linguistics Textbooks
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