Data Analysis and Visualization

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Overview

Data and visual analytics is an emerging field concerned with analyzing, modeling, and visualizing complex high dimensional data.

This course will introduce students to the field by covering state­-of-­the-art modeling, analysis and visualization techniques. It will emphasize practical challenges involving complex real world data and include several case studies and hands-on work with the R programming language.



Why Take This Course?

You should take this course if you want to cover the state of the art in data modeling and visualization techniques using the R programming language.

Syllabus

Programming in R

  • The R Programming Language
  • R Programming Syntax
  • R Programming and Data Structures

Data Analysis

  • Data Preprocessing
  • Data Processing
  • Data Visualization

Regression

  • Logistic Regression
  • Linear Regression
  • Regularization