{"product_id":"introduction-to-natural-language-processing-adaptive-computation-and-machine-learning-series-9780262042840","title":"Introduction to Natural Language Processing (Adaptive Computation and Machine Learning series)","description":"\u003cp\u003eA survey of computational methods for understanding  generating  and manipulating human language  which offers a synthesis of classical representations and algorithms with contemporary machine learning techniques. This textbook provides a technical perspective on natural language processingmethods for building computer software that understands  generates  and manipulates human language. It emphasizes contemporary data-driven approaches  focusing on techniques from supervised and unsupervised machine learning. The first section establishes a foundation in machine learning by building a set of tools that will be used throughout the book and applying them to word-based textual analysis. The second section introduces structured representations of language  including sequences  trees  and graphs. The third section explores different approaches to the representation and analysis of linguistic meaning  ranging from formal logic to neural word embeddings. The final section offers chapter-length treatments of three transformative applications of natural language processing: information extraction  machine translation  and text generation. End-of-chapter exercises include both paper-and-pencil analysis and software implementation. The text synthesizes and distills a broad and diverse research literature  linking contemporary machine learning techniques with the fields linguistic and computational foundations. It is suitable for use in advanced undergraduate and graduate-level courses and as a reference for software engineers and data scientists. Readers should have a background in computer programming and college-level mathematics. After mastering the material presented  students will have the technical skill to build and analyze novel natural language processing systems and to understand the latest research in the field.\u003c\/p\u003e","brand":"My Store","offers":[{"title":"Default Title","offer_id":45652147568693,"sku":"ByrdShop_0262042843","price":73.28,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0627\/8139\/0901\/files\/9780262042840.jpg?v=1781849534","url":"https:\/\/atxbooks.com\/products\/introduction-to-natural-language-processing-adaptive-computation-and-machine-learning-series-9780262042840","provider":"ATX Books","version":"1.0","type":"link"}