{"id":55483,"date":"2023-08-28T15:53:54","date_gmt":"2023-08-28T15:53:54","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/ad3002-health-care-analytics-syllabus-for-aids-2021-regulation-professional-elective-vii\/"},"modified":"2023-08-28T15:53:54","modified_gmt":"2023-08-28T15:53:54","slug":"ad3002-health-care-analytics-syllabus-for-aids-2021-regulation-professional-elective-vii","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/ad3002-health-care-analytics-syllabus-for-aids-2021-regulation-professional-elective-vii\/","title":{"rendered":"AD3002: Health Care Analytics syllabus for AI&DS 2021 regulation (Professional Elective-VII)"},"content":{"rendered":"

Health Care Analytics detailed syllabus for Artificial Intelligence & Data Science (AI&DS) for 2021 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the AI&DS 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 & Data Science 6th Sem scheme and its subjects, do visit AI&DS 6th Sem 2021 regulation scheme<\/a>. For Professional Elective-VII scheme and its subjects refer to AI&DS Professional Elective-VII syllabus scheme<\/a>. The detailed syllabus of health care analytics 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 TO HEALTHCARE ANALYSIS
\nOverview – History of Healthcare Analysis Parameters on medical care systems- Health care policy- Standardized code sets – Data Formats – Machine Learning Foundations: Tree Like reasoning , Probabilistic reasoning and Bayes Theorem, Weighted sum approach.\n<\/p>\n

Unit II<\/h4>\n

ANALYTICS ON MACHINE LEARNING
\nMachine Learning Pipeline – Pre-processing -Visualization – Feature Selection – Training model parameter – Evaluation model : Sensitivity , Specificity , PPV ,NPV, FPR ,Accuracy , ROC , Precision Recall Curves , Valued target variables -Python: Variables and types, Data Structures and containers , Pandas Data Frame Operations – Scikit -Learn : Pre-processing , Feature Selection.\n<\/p>\n

Unit III<\/h4>\n

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

Unit IV<\/h4>\n

HEALTHCARE AND DEEP LEARNING
\nIntroduction on Deep Learning – DFF network CNN- RNN for Sequences – Biomedical Image and Signal Analysis – Natural Language Processing and Data Mining for Clinical Data – Mobile Imaging and Analytics – Clinical Decision Support System.\n<\/p>\n

Unit V<\/h4>\n

CASE STUDIES
\nPredicting Mortality for cardiology Practice -Smart Ambulance System using IOT -Hospital Acquired Conditions (HAC) program- Healthcare and Emerging Technologies – ECG Data Analysis.\n<\/p>\n

Course Outcomes:<\/h4>\n
    \n
  1. Use machine learning and deep learning algorithms for health data analysis<\/li>\n
  2. Apply the data management techniques for healthcare data<\/li>\n
  3. Evaluate the need of healthcare data analysis in e-healthcare, telemedicine and other critical care applications<\/li>\n
  4. Design health data analytics for real time applications<\/li>\n
  5. Design emergency care system using health data analysis<\/li>\n<\/ol>\n

    Reference Books:<\/h4>\n

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

    For detailed syllabus of all the other subjects of Artificial Intelligence & Data Science 6th Sem, visit AI&DS 6th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n

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

    Health Care Analytics detailed syllabus for Artificial Intelligence & Data Science (AI&DS) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the AI&DS […]<\/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":[144],"tags":[],"class_list":["post-55483","post","type-post","status-publish","format-standard","hentry","category-aids"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/55483","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=55483"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/55483\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=55483"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=55483"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=55483"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}