Data Analysis and Visualization
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assignment Level : Intermediate
chat_bubble_outline Language : English
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Key Information

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timer 10 hours in total

About the content

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.

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Prerequisite

Programming experience
Mathematics: basic linear algebra, calculus, introductory probability
No background in machine learning is required

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Syllabus

LESSON 1

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

LESSON 2

  • Data Analysis
  • Data Preprocessing
  • Data Processing
  • Data Visualization

LESSON 3

  • Regression
  • Logistic Regression
  • Linear Regression
  • Regularization
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Instructors

Arpan Chakraborty
Instructor

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Content Designer

Georgia Institute of Technology
The Georgia Institute of Technology is one of the nation's top research universities, distinguished by its commitment to improving the human condition through advanced science and technology. Georgia Tech's campus occupies 400 acres in the heart of the city of Atlanta, where more than 20,000 undergraduate and graduate students receive a focused, technologically based education.
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Platform

Udacity

Udacity is a for-profit educational organization founded by Sebastian Thrun, David Stavens, and Mike Sokolsky offering massive open online courses (MOOCs). According to Thrun, the origin of the name Udacity comes from the company's desire to be "audacious for you, the student". While it originally focused on offering university-style courses, it now focuses more on vocational courses for professionals.

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