Introduction To Natural Language Processing

Jacob Eisenstein

Informasi Dasar

21.01.224
006.35
Buku - Circulation (Dapat Dipinjam)

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

Subjek

Natural language processing
 

Katalog

Introduction To Natural Language Processing
9780262042840
xiv, 519p.: ill.; 24 cm
Inggris

Sirkulasi

Rp. 0
Rp. 1.000
Ya

Pengarang

Jacob Eisenstein
Perorangan
 
 

Penerbit

MIT Press
Massachussets
2019

Koleksi

Kompetensi

  • CII4G3 - PEMROSESAN BAHASA ALAMI
  • CII2L3 - TEORI BAHASA DAN AUTOMATA
  • CPI2L3 - TEORI BAHASA DAN AUTOMATA
  • CII7G3 - PEMROSESAN BAHASA ALAMI LANJUT
  • CII7G3 - PEMROSESAN BAHASA ALAMI LANJUT
  • CPI4G3 - PENGOLAHAN BAHASA ALAMI

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