People Innovation Excellence

DATA MINING AND VISUALIZATION (2/1 SCU)

Learning Outcomes:

On successful completion of this course, students will be able to: explain the concepts of exploratory data analysis, graphics, and data visualization; demonstrate creating graphs and building predictive models in R; interpret The results of exploratory data & predictive models; apply data exploration to craft stories  and analysis tools.

Topics:

  1. Data, Exploratory Data Analysis, and R;
  2. Graphics in R;
  3. Exploratory Data Analysis: A First Look;
  4. Working with External Data;
  5. Linear Regression Models;
  6. Crafting Data Stories;
  7. Working with Text Data;
  8. Exploratory Data Analysis: A Second Look;
  9. Graphics in R;
  10. Exploratory Data Analysis: a First Look;
  11. Working with Text Data;
  12. Exploratory Data Analysis: a Second Look;
  13. More General Predictive Models;
  14. Crafting Data Stories;
  15. More General Predictive Models.

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