{"id":50613,"date":"2023-03-22T07:13:29","date_gmt":"2023-03-22T07:13:29","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/ad3411-data-science-and-analytics-laboratory-syllabus-for-aids-2021-regulation\/"},"modified":"2023-03-22T07:13:29","modified_gmt":"2023-03-22T07:13:29","slug":"ad3411-data-science-and-analytics-laboratory-syllabus-for-aids-2021-regulation","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/ad3411-data-science-and-analytics-laboratory-syllabus-for-aids-2021-regulation\/","title":{"rendered":"AD3411: Data Science and Analytics Laboratory syllabus for AI&amp;DS 2021 regulation"},"content":{"rendered":"<p align=\"justify\">Data Science and Analytics Laboratory detailed syllabus for Artificial Intelligence &amp; Data Science (AI&amp;DS) for 2021 regulation curriculum has been taken from the <a class=\"rank-math-link\" href=\"https:\/\/cac.annauniv.edu\/\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">Anna University<\/a> official website and presented for the AI&amp;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<p align=\"justify\">For Artificial Intelligence &amp; Data Science 4th Sem scheme and its subjects, do visit <a class=\"rank-math-link\" href=\"..\/ai-ds-4th-sem-syllabus-2021-regulation\">AI&amp;DS 4th Sem 2021 regulation scheme<\/a>. The detailed syllabus of data science and analytics laboratory is as follows. <\/p>\n<p>  <title>Data Science and Analytics Laboratory<\/title><\/p>\n<h4>Course Objectives:<\/h4>\n<ul>\n<li>To develop data analytic code in python<\/li>\n<li>To be able to use python libraries for handling data<\/li>\n<li>To develop analytical applications using python<\/li>\n<li>To perform data visualization using plots<\/li>\n<\/ul>\n<h4>List of Experiments:<\/h4>\n<p>  Tools: Python, Numpy, Scipy, Matplotlib, Pandas, statmodels, seaborn, plotly, bokeh Working with Numpy arrays<\/p>\n<ol>\n<li>Working with Pandas data frames<\/li>\n<li>Basic plots using Matplotlib<\/li>\n<li>Frequency distributions, Averages, Variability<\/li>\n<li>Normal curves, Correlation and scatter plots, Correlation coefficient<\/li>\n<li>Regression<\/li>\n<li>Z-test<\/li>\n<li>T-test<\/li>\n<li>ANOVA<\/li>\n<li>Building and validating linear models<\/li>\n<li>Building and validating logistic models<\/li>\n<li>Time series analysis<\/li>\n<\/ol>\n<h4>Course Outcomes:<\/h4>\n<p>  Upon successful completion of this course, students will be able to:<\/p>\n<ol>\n<li>. Write python programs to handle data using Numpy and Pandas<\/li>\n<li>. Perform descriptive analytics<\/li>\n<li>. Perform data exploration using Matplotlib<\/li>\n<li>. Perform inferential data analytics<\/li>\n<li>. Build models of predictive analytics<\/li>\n<\/ol>\n<h4>Reference Books:<\/h4>\n<ol>\n<li>Jake VanderPlas, Python Data Science Handbook, OReilly, 2016.<\/li>\n<li>Allen B. Downey, Think Stats: Exploratory Data Analysis in Python, Green Tea Press, 2014.<\/li>\n<li>Data Analysis and Visualization Using Python, Analyze Data to Create Visualizations for BI Systems Dr. Ossama Embarak<\/li>\n<\/ol>\n<p align=\"justify\">For detailed syllabus of all other subjects of Artificial Intelligence &amp; Data Science, 2021 regulation curriculum do visit <a class=\"rank-math-link\" href=\"..\/category\/ai-ds+4th-sem\">AI&amp;DS 4th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n<p align=\"justify\">For all Artificial Intelligence &amp; Data Science results, visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/anna-university\/anna-university-results\/\">Anna University AI&amp;DS all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data Science and Analytics Laboratory detailed syllabus for Artificial Intelligence &amp; Data Science (AI&amp;DS) for 2021 regulation curriculum has been taken from the Anna University official website and presented for [&hellip;]<\/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":[47,144],"tags":[],"class_list":["post-50613","post","type-post","status-publish","format-standard","hentry","category-4th-sem","category-aids"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/50613","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=50613"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/50613\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=50613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=50613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=50613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}