{"id":59345,"date":"2023-09-05T14:43:16","date_gmt":"2023-09-05T14:43:16","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/cme371-advanced-statistics-and-data-analytics-syllabus-for-mech-sandwich-2021-regulation-professional-elective-vii\/"},"modified":"2023-09-05T14:43:16","modified_gmt":"2023-09-05T14:43:16","slug":"cme371-advanced-statistics-and-data-analytics-syllabus-for-mech-sandwich-2021-regulation-professional-elective-vii","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/cme371-advanced-statistics-and-data-analytics-syllabus-for-mech-sandwich-2021-regulation-professional-elective-vii\/","title":{"rendered":"CME371: Advanced Statistics and Data Analytics syllabus for Mech Sandwich 2021 regulation (Professional Elective-VII)"},"content":{"rendered":"

Advanced Statistics and Data Analytics detailed syllabus for Mechanical Engineering Sandwich (Mech Sandwich) for 2021 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the Mech Sandwich 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 Mechanical Engineering Sandwich 8th Sem scheme and its subjects, do visit Mech Sandwich 8th Sem 2021 regulation scheme<\/a>. For Professional Elective-VII scheme and its subjects refer to Mech Sandwich Professional Elective-VII syllabus scheme<\/a>. The detailed syllabus of advanced statistics and data 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

REGRESSION\t9<\/strong>
\nIntroduction – Linear regression – Correlation analysis -Limitations, errors, and caveats of using regression and correlation analyses – Multiple regression and correlation analysis – Inferences about population parameters – Modeling techniques. – Coefficient of determination, Interpretation of regression coefficients, Categorical variables, heteroscedasticity, Multi-co linearity outliers, Ridge regression.\n<\/p>\n

Unit II<\/h4>\n

EXPLORATORY DATA ANALYSIS\t9<\/strong>
\nRise of statistics, Data Wrangling, Data Quality. Visual encoding – Mapping Data to Visual Variables, Encoding Effectiveness, Scales & Axes, Aspect Ratio, Regression Lines, Multidimensional Data, Parallel Coordinates, Dimensionality Reduction.\n<\/p>\n

Unit III<\/h4>\n

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Unit IV<\/h4>\n

FORECASTING AND CAUSAL MODELS\t9<\/strong>
\nMoving average, Exponential Smoothing, Casual Models.\n<\/p>\n

Unit V<\/h4>\n

TIME SERIES ANALYSIS\t9<\/strong>
\nAuto regression (AR), Moving Average(MA) Models, ARMA, ARIMA models , Multivariate Models
\nTOTAL 45 PERIODS\n<\/p>\n

Course Outcomes:<\/h4>\n

At the end of the course the students would be able to<\/p>\n

    \n
  1. Develop how to do regression fit for the given data.<\/li>\n
  2. Visualize the data through explanatory data analysis<\/li>\n
  3. Classify the given data through logistic regression<\/li>\n
  4. Analyzing forecasting techniques and causal inferences.<\/li>\n
  5. Utilize the effective time series analysis to predict\/forecast the future behavior of data.<\/li>\n<\/ol>\n

    Text Books:<\/h4>\n

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

    Reference Books:<\/h4>\n
      \n
    1. David Forsyth, \u2018Probability and Statistics for Computer Science\u2019, Springer; 2018<\/li>\n
    2. Michael J. Evans, Jeffrey S. Rosenthal, \u2018Probability and Statistics – The Science of Uncertainty\u2019. W H Freeman & Co, 2010<\/li>\n
    3. Max Kuhn, Kjell Johnson, \u201cApplied Predictive Modeling\u201d, Springer, 2014.<\/li>\n
    4. Ronald E. Walpole, Raymond H. Meyers, Sharon L. Meyers, \u201cProbability and Statistics for Engineers and Scientists\u201d, Pearson Education, 2014.<\/li>\n
    5. Daniel T. Larose, Chantal D. Larose \u201cData Mining and Predictive Analytics\u201d, Wiley,2015<\/li>\n
    6. Thomas W.Miller, \u201cModeling Techniques in Predictive Analytics with Python and R: A guide to Data Science\u201d, Pearson Education, 2014.<\/li>\n<\/li>\n<\/ol>\n

      For detailed syllabus of all the other subjects of Mechanical Engineering Sandwich 8th Sem, visit Mech Sandwich 8th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n

      For all Mechanical Engineering Sandwich results, visit Anna University Mech Sandwich all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"

      Advanced Statistics and Data Analytics detailed syllabus for Mechanical Engineering Sandwich (Mech Sandwich) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the […]<\/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":[60],"tags":[],"class_list":["post-59345","post","type-post","status-publish","format-standard","hentry","category-mech-sandwich"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/59345","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=59345"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/59345\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=59345"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=59345"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=59345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}