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Name of Subject : NATURAL LANGUAGE PROCESSING (8 CS 4.3) |
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Unit |
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Contents |
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Introduction to Natural Language Understanding: The study of Language, Applications of NLP, Evaluating |
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I |
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Language Understanding Systems, Different levels of Language Analysis, Representations and Understanding, |
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Organization of Natural language Understanding Systems, Linguistic Background: An outline of English syntax. |
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Introduction to semantics and knowledge representation, Some applications like machine translation, database |
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II |
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interface. |
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Grammars and Parsing: Grammars and sentence Structure, Top-Down and Bottom-Up Parsers, Transition |
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III |
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Network Grammars, Top-Down Chart Parsing. Feature Systems and Augmented Grammars: Basic Feature system |
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for English, Morphological Analysis and the Lexicon, Parsing with Features, Augmented Transition Networks. |
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Grammars for Natural Language: Auxiliary Verbs and Verb Phrases, Movement Phenomenon in Language, |
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IV |
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Handling questions in Context-Free Grammars. Human preferences in Parsing, Encoding uncertainty, |
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Deterministic Parser. |
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Ambiguity Resolution: Statistical Methods, Probabilistic Language Processing, Estimating Probabilities, Part-of- |
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V |
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Speech tagging, Obtaining Lexical Probabilities, Probabilistic Context-Free Grammars, Best First Parsing. |
Semantics and Logical Form, Word senses and Ambiguity, Encoding Ambiguity in Logical Form