{"id":53610,"date":"2023-04-08T06:03:51","date_gmt":"2023-04-08T06:03:51","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/ccs369-text-and-speech-analysis-syllabus-for-it-2021-regulation-professional-elective-vii\/"},"modified":"2023-04-08T06:03:51","modified_gmt":"2023-04-08T06:03:51","slug":"ccs369-text-and-speech-analysis-syllabus-for-it-2021-regulation-professional-elective-vii","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/ccs369-text-and-speech-analysis-syllabus-for-it-2021-regulation-professional-elective-vii\/","title":{"rendered":"CCS369: Text and Speech Analysis syllabus for IT 2021 regulation (Professional Elective-VII)"},"content":{"rendered":"

Text and Speech Analysis detailed syllabus for Information Technology (IT) for 2021 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the IT 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 Information Technology 6th Sem scheme and its subjects, do visit IT 6th Sem 2021 regulation scheme<\/a>. For Professional Elective-VII scheme and its subjects refer to IT Professional Elective-VII syllabus scheme<\/a>. The detailed syllabus of text and speech analysis is as follows. <\/p>\n

Text and Speech Analysis<\/title><\/p>\n<h4>Course Objectives:<\/h4>\n<h4 id=\"istudy\" style=\"text-align:center\"><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">Download the iStudy App for all syllabus and other updates.<\/a><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px;text-align:center\"><\/a><\/h4>\n<h4>Unit I<\/h4>\n<p> <strong>NATURAL LANGUAGE BASICS 6<\/strong> Foundations of natural language processing – Language Syntax and Structure- Text Preprocessing and Wrangling – Text tokenization – Stemming – Lemmatization – Removing stop-words – Feature Engineering for Text representation – Bag of Words model- Bag of N-Grams model – TF-IDF model<\/p>\n<p><i>Suggested Activities<\/i>\n <\/p>\n<ul>\n<li>Flipped classroom on NLP<\/li>\n<li>Implementation of Text Preprocessing using NLTK<\/li>\n<li>Implementation of TF-IDF models<\/li>\n<\/ul>\n<p><i>Suggested Evaluation Methods<\/i>\n <\/p>\n<ul>\n<li>Quiz on NLP Basics<\/li>\n<li>Demonstration of Programs<\/li>\n<\/ul>\n<h4>Unit II<\/h4>\n<h4 id=\"istudy\" style=\"text-align:center\"><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">Download the iStudy App for all syllabus and other updates.<\/a><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px;text-align:center\"><\/a><\/h4>\n<h4>Unit III<\/h4>\n<p> <strong>QUESTION ANSWERING AND DIALOGUE SYSTEMS 9<\/strong> Information retrieval – IR-based question answering – knowledge-based question answering -language models for QA – classic QA models – chatbots – Design of dialogue systems -evaluating dialogue systems<\/p>\n<p><i>Suggested Activities:<\/i>\n <\/p>\n<ul>\n<li>Flipped classroom on language models for QA<\/li>\n<li>Developing a knowledge-based question-answering system<\/li>\n<li>Classic QA model development<\/li>\n<\/ul>\n<p><i>Suggested Evaluation Methods<\/i>\n <\/p>\n<ul>\n<li>Assignment on the above topics<\/li>\n<li>Quiz on knowledge-based question answering system<\/li>\n<li>Development of simple chatbots<\/li>\n<\/ul>\n<h4>Unit IV<\/h4>\n<h4 id=\"istudy\" style=\"text-align:center\"><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">Download the iStudy App for all syllabus and other updates.<\/a><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px;text-align:center\"><\/a><\/h4>\n<h4>Unit V<\/h4>\n<p> <strong>AUTOMATIC SPEECH RECOGNITION 6<\/strong> Speech recognition: Acoustic modelling – Feature Extraction – HMM, HMM-DNN systems<\/p>\n<p><i>Suggested Activities:<\/i>\n <\/p>\n<ul>\n<li>Flipped classroom on Speech recognition.<\/li>\n<li>Exploring Feature extraction<\/li>\n<\/ul>\n<p><i>Suggested Evaluation Methods<\/i>\n <\/p>\n<ul>\n<li>Assignment on the above topics<\/li>\n<li>Quiz on acoustic modelling<\/li>\n<\/ul>\n<h4>Practical Exercises<\/h4>\n<h4 id=\"istudy\" style=\"text-align:center\"><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">Download the iStudy App for all syllabus and other updates.<\/a><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px;text-align:center\"><\/a><\/h4>\n<h4>Course Outcomes:<\/h4>\n<p> On completion of the course, the students will be able to<\/p>\n<ol>\n<li>Explain existing and emerging deep learning architectures for text and speech processing<\/li>\n<li>Apply deep learning techniques for NLP tasks, language modelling and machine translation<\/li>\n<li>Explain coreference and coherence for text processing<\/li>\n<li>Build question-answering systems, chatbots and dialogue systems<\/li>\n<li>Apply deep learning models for building speech recognition and text-to-speech systems<\/li>\n<\/ol>\n<h4>Text Books:<\/h4>\n<ol>\n<li>Daniel Jurafsky and James H. Martin, Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition, Third Edition, 2022.<\/li>\n<\/ol>\n<h4>Reference Books:<\/h4>\n<h4 id=\"istudy\" style=\"text-align:center\"><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">Download the iStudy App for all syllabus and other updates.<\/a><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px;text-align:center\"><\/a><\/h4>\n<p align=\"justify\">For detailed syllabus of all the other subjects of Information Technology 6th Sem, visit <a class=\"rank-math-link\" href=\"..\/category\/it+6th-sem\">IT 6th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n<p align=\"justify\">For all Information Technology results, visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/anna-university\/anna-university-results\/\">Anna University IT all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Text and Speech Analysis detailed syllabus for Information Technology (IT) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the IT students. For […]<\/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":[72],"tags":[],"class_list":["post-53610","post","type-post","status-publish","format-standard","hentry","category-it"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/53610","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=53610"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/53610\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=53610"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=53610"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=53610"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}