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@MAT381E-Fall21

MAT381E-Fall21

This is the GitHub organization of MAT381E: Introduction to Data Science course by Gul Inan.

MAT381E: Introduction to Data Science

This is the GitHub organization of MAT381E: Introduction to Data Science at Department of Mathematics, Istanbul Technical University. Throughout the semester, we will cover R data science packages and focus on data importing, cleaning, reshaping, manipulating, and visualizing. The main topics which we cover are:

  • Tools for data importing, manipulating, and tidying.
  • Basic principles of data visualization and data visualization tools.
  • Handling with strings and dates in data.
  • Scraping data from web.
  • Data extraction from social networking sites such as Twitter.
  • Basic principles of text mining.
  • Network analysis and visualization.
  • Basic principles of geographic information system.
  • Visualization of spatial and urban data.
  • Web-based applications.
  • Relational databases.
  • Reproducible research.

The course syllabus is available at https://gulinan.github.io/mat381e/.

This course could not be possible without ITU-Zoom, ITU-Ninova, RStudio along with all open-source packages, GitHub, and GitHub Classroom.

Cautionary Note 1: If you are an educator and my course syllabus and materials motivate you to adapt a similar style for your course, please let me know it via inan@itu.edu.tr. I will appreciate any credit.

Cautionary Note 2: Any piece of document/code/example here cannot be used for commercial use. Violations will be treated as needed.

Some useful links

Data related links

Workshop, summer school related links

Real Life applications to read and get idea

Data Science (Related) Institutions abroad

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