{"id":54982,"date":"2023-08-27T04:03:13","date_gmt":"2023-08-27T04:03:13","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/cs3352-foundations-of-data-science-syllabus-for-eie-2021-regulation-professional-elective-viii\/"},"modified":"2023-08-27T04:03:13","modified_gmt":"2023-08-27T04:03:13","slug":"cs3352-foundations-of-data-science-syllabus-for-eie-2021-regulation-professional-elective-viii","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/cs3352-foundations-of-data-science-syllabus-for-eie-2021-regulation-professional-elective-viii\/","title":{"rendered":"CS3352: Foundations of Data Science syllabus for EIE 2021 regulation (Professional Elective-VIII)"},"content":{"rendered":"

Foundations of Data Science detailed syllabus for Electronics & Instrumentation Engineering (EIE) for 2021 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the EIE 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 Electronics & Instrumentation Engineering 6th Sem scheme and its subjects, do visit EIE 6th Sem 2021 regulation scheme<\/a>. For Professional Elective-VIII scheme and its subjects refer to EIE Professional Elective-VIII syllabus scheme<\/a>. The detailed syllabus of foundations of data science 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
\nData Science: Benefits and uses – facets of data – Data Science Process: Overview – Defining research goals – Retrieving data – Data preparation – Exploratory Data analysis – build the model- presenting findings and building applications – Data Mining – Data Warehousing – Basic Statistical descriptions of Data\n<\/p>\n

Unit II<\/h4>\n

DESCRIBING DATA
\nTypes of Data – Types of Variables -Describing Data with Tables and Graphs -Describing Data with Averages – Describing Variability – Normal Distributions and Standard (z) Scores\n<\/p>\n

Unit III<\/h4>\n

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

Unit IV<\/h4>\n

PYTHON LIBRARIES FOR DATA WRANGLING
\nBasics of Numpy arrays -aggregations -computations on arrays -comparisons, masks, boolean logic – fancy indexing – structured arrays – Data manipulation with Pandas – data indexing and selection – operating on data – missing data – Hierarchical indexing – combining datasets -aggregation and grouping – pivot tables\n<\/p>\n

Unit V<\/h4>\n

DATA VISUALIZATION
\nImporting Matplotlib – Line plots – Scatter plots – visualizing errors – density and contour plots -Histograms – legends – colors – subplots – text and annotation – customization – three dimensional plotting – Geographic Data with Basemap – Visualization with Seaborn.\n<\/p>\n

Course Outcomes:<\/h4>\n

At the end of this course, the students will be able to:<\/p>\n

    \n
  1. Define the data science process<\/li>\n
  2. Understand different types of data description for data science process<\/li>\n
  3. Gain knowledge on relationships between data<\/li>\n
  4. Use the Python Libraries for Data Wrangling<\/li>\n
  5. Apply visualization Libraries in Python to interpret and explore 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. Allen B. Downey, \u201cThink Stats: Exploratory Data Analysis in Python\u201d, Green Tea Press,2014.<\/li>\n<\/li>\n<\/ol>\n

      For detailed syllabus of all the other subjects of Electronics & Instrumentation Engineering 6th Sem, visit EIE 6th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n

      For all Electronics & Instrumentation Engineering results, visit Anna University EIE all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"

      Foundations of Data Science detailed syllabus for Electronics & Instrumentation Engineering (EIE) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the EIE […]<\/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":[75],"tags":[],"class_list":["post-54982","post","type-post","status-publish","format-standard","hentry","category-eie"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/54982","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=54982"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/54982\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=54982"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=54982"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=54982"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}