Exploratory Data Analysis

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What Will You Learn?

Understand analytic graphics and the base plotting system in R
Use advanced graphing systems such as the Lattice system
Make graphical displays of very high dimensional data
Apply cluster analysis techniques to locate patterns in data

About This Course

Provider: Coursera
Format: Online
Duration: 54 hours to complete [Approx]
Target Audience: Intermediate
Learning Objectives: By the end of this course, you will be well-equipped to conduct comprehensive Exploratory Data Analysis
Course Prerequisites: Basic Understanding of Data Analysis
Assessment and Certification: NA
Instructor: Johns Hopkins University
Key Topics: Exploratory Data Analysis, Data Analysis, R Programming, Ggplot2, Cluster Analysis
Topic Covered: 
  2. - Introduction
  3. - Installing R
  4. - Installing R Studio
  5. - Setting Your Working Directory
  6. - Principles of Analytic Graphics
  7. - Exploratory Graphs
  8. - Plotting Systems in R
  9. - Base Plotting System
  10. - Base Plotting Demonstration
  11. - Graphics Devices in R
  12. - Lattice Plotting System
  13. - ggplot2
  14. - Hierarchical Clustering
  15. - K-Means Clustering
  16. - Dimension Reduction
  17. - Working with Color in R Plots
  18. - Clustering Case Study
  19. - Air Pollution Case Study

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Data Analysis Course Data Analysis Free Course Exploratory Data Analysis Top Free Course R Programming Top Data Analysis Course Data Science Courses