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B.E. (Artificial Intelligence and Data Science) Data Analytics and Visualization Lab Syllabus - Mumbai University

This is the TY BE AI and DS syllabus under CBCS REV-2019 'C' Scheme, in force from the academic year 2022-23. The University has published no NEP 2020 syllabus for Semesters V to VIII of any engineering branch, so this is the scheme you are examined on — exam form 1T01815 and 1T01816. The first and second years of the degree are on NEP 2020.

Data Analytics and Visualization Lab.pdf
Semester 6 · TY BE AI and DS · 1 credits · CBCS REV-2019 'C' Scheme

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Syllabus for Data Analytics and Visualization Lab

Semester 6 · TY BE AI and DS · 1 credits · CBCS REV-2019 'C' Scheme

Module 1

  • Getting introduced to graph libraries such as matplotlib/Seaborn/Excel plots.

Module 2

  • Data Exploration: Knowing the data.

Module 3

  • Data preparation and Cleaning.

Module 4

  • Visualization of data.

Module 5

  • Correlation and Covariance.

Module 6

  • Hypothesis Testing.

Module 7

  • Simple Linear Regression.

Module 8

  • Multiple Linear Regression.

Module 9

  • Time Series Analysis.

Module 10

  • Creating a Dashboard.

Useful Links

  • 1 https://onlinecourses.nptel.ac.in/noc21_cs45/preview
  • 2 https://www.coursera.org/specializations/data-science-python
  • 3 https://public.tableau.com/en-us/s/resources

Useful Links

  • 1 Effective Data Visualization The Right Chart for the Right Data, SECOND EDITION, Stephanie D. H. Evergreen - Evergreen Data & Evaluation, LLC
  • 2 Yanchang Zhao, "R and Data Mining: Examples and Case Studies", Elsevier, 1st Edition, 2012.
  • 3 Better Data Visualizations A Guide for Scholars, Researchers, and Wonks, Jonathan Schwabish, Columbia University Press

Reproduced from the University of Mumbai syllabus for B.E. (Artificial Intelligence and Data Science), item 6.42 (R), under CBCS REV-2019 'C' Scheme, in force from the academic year 2022-23. Wording, module numbering and hours are as printed in that syllabus.

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 B.E. Artificial Intelligence and Data Science - First Year, Semester I and II - NEP 2020 - Item 7.7 (R-A) NEP 2020, Semesters I and II, in force from 2024-25 Read full PDF Read
PDF B.E. Artificial Intelligence and Data Science - Second Year, Semester III and IV - NEP 2020 - Item 6.20 (N) NEP 2020, Semesters III and IV, in force from 2025-26 Read full PDF Read
PDF B.E. Artificial Intelligence and Data Science - Third Year, Semester V and VI - CBCS REV-2019 C Scheme - Item 6.42 (R) CBCS REV-2019 'C' Scheme, Semesters V and VI, in force from 2022-23 Read full PDF Read
PDF B.E. Artificial Intelligence and Data Science - Fourth Year, Semester VII and VIII - CBCS REV-2019 C Scheme - Item 6.12 (N) CBCS REV-2019 'C' Scheme, Semesters VII and VIII, in force from 2023-24 Read full PDF Read
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