{"id":55238,"date":"2023-08-28T07:11:51","date_gmt":"2023-08-28T07:11:51","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/al3501-natural-language-processing-syllabus-for-aiml-2021-regulation\/"},"modified":"2023-08-28T07:11:51","modified_gmt":"2023-08-28T07:11:51","slug":"al3501-natural-language-processing-syllabus-for-aiml-2021-regulation","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/al3501-natural-language-processing-syllabus-for-aiml-2021-regulation\/","title":{"rendered":"AL3501: Natural Language Processing syllabus for AI&ML 2021 regulation"},"content":{"rendered":"

Natural Language Processing detailed syllabus for Artificial Intelligence & Machine Learning (AI&ML) for 2021 regulation curriculum has been taken from the Anna University<\/a> official website and presented for the AI&ML students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below. <\/p>\n

For Artificial Intelligence & Machine Learning 5th Sem scheme and its subjects, do visit AI&ML 5th Sem 2021 regulation scheme<\/a>. The detailed syllabus of natural language processing is as follows. <\/p>\n

Course Objectives:<\/h4>\n

Download the iStudy App for all syllabus and other updates.<\/a>
\"Get<\/a><\/h4>\n

Unit I<\/h4>\n

INTRODUCTION
\nOrigins and challenges of NLP – Language Modeling: Grammar-based LM, Statistical LM -Regular Expressions, Finite-State Automata – English Morphology, Transducers for lexicon and rules, Tokenization, Detecting and Correcting Spelling Errors, Minimum Edit Distance\n<\/p>\n

Unit II<\/h4>\n

WORD LEVEL ANALYSIS
\nUnsmoothed N-grams, Evaluating N-grams, Smoothing, Interpolation and Backoff – Word Classes, Part-of-Speech Tagging, Rule-based, Stochastic and Transformation-based tagging, Issues in PoS tagging – Hidden Markov and Maximum Entropy models.\n<\/p>\n

Unit III<\/h4>\n

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\"Get<\/a><\/h4>\n

Unit IV<\/h4>\n

SEMANTICS AND PRAGMATICS
\nRequirements for representation, First-Order Logic, Description Logics – Syntax-Driven Semantic analysis, Semantic attachments – Word Senses, Relations between Senses, Thematic Roles, selectional restrictions – Word Sense Disambiguation, WSD using Supervised, Dictionary & Thesaurus, Bootstrapping methods – Word Similarity using Thesaurus and Distributional methods.\n<\/p>\n

Unit V<\/h4>\n

DISCOURSE ANALYSIS AND LEXICAL RESOURCES
\nDiscourse segmentation, Coherence – Reference Phenomena, Anaphora Resolution using Hobbs and Centering Algorithm – Coreference Resolution – Resources: Porter Stemmer, Lemmatizer, Penn Treebank, Brill’s Tagger, WordNet, PropBank, FrameNet, Brown Corpus, British National Corpus (BNC).\n<\/p>\n

Practical Exercises<\/h4>\n
    \n
  1. Word Analysis<\/li>\n
  2. Word Generation<\/li>\n
  3. Morphology<\/li>\n
  4. N-Grams<\/li>\n
  5. N-Grams Smoothing<\/li>\n
  6. POS Tagging: Hidden Markov Model<\/li>\n
  7. POS Tagging: Viterbi Decoding<\/li>\n
  8. Building POS Tagger<\/li>\n
  9. Chunking<\/li>\n
  10. Building Chunker<\/li>\n<\/ol>\n

    Course Outcomes:<\/h4>\n

    Download the iStudy App for all syllabus and other updates.<\/a>
    \"Get<\/a><\/h4>\n

    Text Books:<\/h4>\n
      \n
    1. Daniel Jurafsky, James H. Martin\u2014Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics and Speech, Pearson Publication, 2014.<\/li>\n
    2. Steven Bird, Ewan Klein and Edward Loper, \u2014Natural Language Processing with Python, First Edition, O\u2019Reilly Media, 2009.<\/li>\n<\/ol>\n

      Reference Books:<\/h4>\n
        \n
      1. Breck Baldwin, \u2014Language Processing with Java and LingPipe Cookbook, Atlantic Publisher, 2015.<\/li>\n
      2. Richard M Reese, \u2014Natural Language Processing with Javall, O\u2019Reilly Media, 2015.<\/li>\n
      3. Nitin Indurkhya and Fred J. Damerau, \u2014Handbook of Natural Language Processing, Second Edition, Chapman and Hall\/CRC Press, 2010.<\/li>\n
      4. Tanveer Siddiqui, U.S. Tiwary, \u201cNatural Language Processing and Information Retrieval\u201d, Oxford University Press, 2008.<\/li>\n<\/li>\n<\/ol>\n

        For detailed syllabus of all other subjects of Artificial Intelligence & Machine Learning, 2021 regulation curriculum do visit AI&ML 5th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n

        For all Artificial Intelligence & Machine Learning results, visit Anna University AI&ML all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"

        Natural Language Processing detailed syllabus for Artificial Intelligence & Machine Learning (AI&ML) for 2021 regulation curriculum has been taken from the Anna University official website and presented for the AI&ML […]<\/p>\n","protected":false},"author":2297,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[48,157],"tags":[],"class_list":["post-55238","post","type-post","status-publish","format-standard","hentry","category-5th-sem","category-aiml"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/55238","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/users\/2297"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/comments?post=55238"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/55238\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=55238"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=55238"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=55238"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}