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B.Sc. (Data Science) Data Analysis and Visualization Practical Syllabus - Mumbai University 2026

This is the Fourth Year BSc Data Science Honours syllabus under NEP 2020, phased in one year at a time, from the academic year 2024-25. The University still sets the earlier Choice Based papers alongside it for ATKT candidates, so check which scheme your exam form names before you revise.

Data Analysis and Visualization Practical Syllabus.pdf
Major · Semester 7 · Fourth Year BSc Data Science Honours · 2 credits · 50 marks

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Syllabus for Data Analysis and Visualization Practical

Major · Semester 7 · Fourth Year BSc Data Science Honours · 2 credits · 50 marks

Module I

  • 1. Implement Data Loading, Storage and File Formats. Read data and store them in text format. 2. Implement the code to interact with Web APIs and to perform web scrapping. 3. Demonstrate Data Cleaning and Preparation. 4. Implement Data wrangling on a data set. 5. Demonstrate the handling of missing data and string manipulation.

Module II

  • 1. Create common charts with title, labels and descriptions using Tableau. 2. Perform sorting and filtering using tableau, create visualizations and publish it on Tableau Cloud. 3. Perform data visualization using Power BI. 4. Create reports using Power BI. 5. Create a data story in Tableau or power BI. 10 Text Books 1. Python for Data Analysis: Data Wrangling with Pandas, NumPy and IPython by McKinney, W., 2nd edition. O’Reilly Media, 2017 2. Doing Data Science: Straight Talk from the Frontline by O’Neil, C., & Schutt, R, O’Reilly Media, 2013 2. The Big Book of Dashboards by Steve Wexler, Jeffrey Shaffer, Andy Cotgreave, John Wiley & Sons, 2017 11 Reference Books 1. Practical Tableau by Ryan Sleeper, O’Reilly Media, 2018 2. Power BI. Book-1, Business Intelligence Clinic: Create and Learn by Roger F Silva, 2018 3. Introducing Microsoft Power BI by Alberto Ferrari and Marco Russo, Microsoft Press, Washington, 2016 12 Semester End Examination: 100%

Text Books

  • 1 Python for Data Analysis: Data Wrangling with Pandas, NumPy and IPython by McKinney, W., 2nd edition. O’Reilly Media, 2017
  • 2 Doing Data Science: Straight Talk from the Frontline by O’Neil, C., & Schutt, R, O’Reilly Media, 2013
  • 2 The Big Book of Dashboards by Steve Wexler, Jeffrey Shaffer, Andy Cotgreave, John Wiley & Sons, 2017
  • 1 Practical Tableau by Ryan Sleeper, O’Reilly Media, 2018
  • 2 Power BI. Book-1, Business Intelligence Clinic: Create and Learn by Roger F Silva, 2018
  • 3 Introducing Microsoft Power BI by Alberto Ferrari and Marco Russo, Microsoft Press, Washington, 2016

Reproduced from the University of Mumbai syllabus for B.Sc. (Data Science) under NEP 2020. Wording is as printed in that syllabus. Module numbering is as printed there too.

The complete syllabus

This subject is cut from the University circular for its year. Open a document here if you want the whole thing rather than a single subject.

PDF 2024 25 DS SEM I & II NEP NEP 2020 syllabus, in force from 2024-25 Read full PDF Read
PDF 2023 24 BSc Data Science Sem V & VI Earlier Choice Based syllabus, still set for ATKT candidates Read full PDF Read
PDF 2021 22 BSc Data Science Sem III & IV Earlier Choice Based syllabus, still set for ATKT candidates Read full PDF Read
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