000			01754nam a22002177a 4500
003			OSt
005			20260622142439.0
008			260622b |||||||| |||| 00| 0 eng d
020			_a9780262042840
041			_aeng
082			_a006.35 EIS-I
100			_aEisenstein, Jacob _985069
245			_aIntroduction to natural language processing
260			_aLondon; _bThe MIT Press, _c2019.
300			_axiv, 519 pages ; 24 cm.
520			_a"The book provides a technical perspective on the most contemporary data-driven approaches, focusing on techniques from supervised and unsupervised machine learning. It also includes background in the salient linguistic issues, as well as computational representations and algorithms. The first section of the book explores what can be with individual words. The second section concerns structured representations such as sequences, trees, and graphs. The third section highlights different approaches to the representation and analysis of linguistic meaning. The final section describes three of the most transformative applications of natural language processing: information extraction, machine translation, and text generation. The book describes the technical foundations of the field, including the most relevant machine learning techniques, algorithms, and linguistic representations. From these foundations, it extends to contemporary research in areas such as deep learning. Each chapter contains exercises that include paper-and-pencil analysis of the computational algorithms and linguistic issues, as well as software implementations"-- Provided by publisher
650			_aNatural language processing (NLP) _985070
650			_aArtificial intelligence _985071
942			_cBK
999			_c200727 _d200727