Mastering Data Analysis with R

Data Visualization with R/RStudio 6 lectures 01:23:49 The Course Overview This video will give an overview of entire course Getting Started and Data Exploration with R/RStudio The aim of this video is to introduce R/RStudio to those using it for the first time. • Install R and RStudio • Explore the R/RStudio interface and understand the basics of working with data • Illustrate steps of working with R using car failure data Introduction to Visualization The aim of this video is to introduce commonly used visualization tools in R. • Get introduced to commonly used visualizations that are done for qualitative data • Get introduced to commonly used visualizations that are done for quantitative data • Illustrate the steps with vehicle failure data Interactive Visualization The aim of this video is to introduce the interactive visualization package “plotly” in R. • Get introduced to the interactive visualization package, plotly • Know how to make interactive scatter plots, box plots, histograms, and pie charts • View interpretation and how to use the charts Geographic Plots The aim of this video is to introduce the “googleVis” package in R. • Get introduced to the googleVis package • Learn how to make a geographic map for the world using the googleVis package • Learn how to make a geographic map for USA using the googleVis package Advanced Visualization The aim of this video is to introduce visualization with ggplot2, d3heatmap, and googleVis packages. • View color-coded scatter plots and histograms including facets using the ggplot2 package • View heatmap using the d3heatmap package • View a motion chart using the googleVis package Data Visualization with R/RStudio 6 lectures 01:23:49 The Course Overview This video will give an overview of entire course Getting Started and Data Exploration with R/RStudio The aim of this video is to introduce R/RStudio to those using it for the first time. • Install R and RStudio • Explore the R/RStudio interface and understand the basics of working with data • Illustrate steps of working with R using car failure data Introduction to Visualization The aim of this video is to introduce commonly used visualization tools in R. • Get introduced to commonly used visualizations that are done for qualitative data • Get introduced to commonly used visualizations that are done for quantitative data • Illustrate the steps with vehicle failure data Interactive Visualization The aim of this video is to introduce the interactive visualization package “plotly” in R. • Get introduced to the interactive visualization package, plotly • Know how to make interactive scatter plots, box plots, histograms, and pie charts • View interpretation and how to use the charts Geographic Plots The aim of this video is to introduce the “googleVis” package in R. • Get introduced to the googleVis package • Learn how to make a geographic map for the world using the googleVis package • Learn how to make a geographic map for USA using the googleVis package Advanced Visualization The aim of this video is to introduce visualization with ggplot2, d3heatmap, and googleVis packages. • View color-coded scatter plots and histograms including facets using the ggplot2 package • View heatmap using the d3heatmap package • View a motion chart using the googleVis package The Course Overview This video will give an overview of entire course The Course Overview This video will give an overview of entire course The Course Overview This video will give an overview of entire course The Course Overview This video will give an overview of entire course This video will give an overview of entire course This video will give an overview of entire course Getting Started and Data Exploration with R/RStudio The aim of this video is to introduce R/RStudio to those using it for the first time. • Install R and RStudio • Explore the R/RStudio interface and understand the basics of working with data • Illustrate steps of working with R using car failure data Getting Started and Data Exploration with R/RStudio The aim of this video is to introduce R/RStudio to those using it for the first time. • Install R and RStudio • Explore the R/RStudio interface and understand the basics of working with data • Illustrate steps of working with R using car failure data Getting Started and Data Exploration with R/RStudio The aim of this video is to introduce R/RStudio to those using it for the first time. • Install R and RStudio • Explore the R/RStudio interface and understand the basics of working with data • Illustrate steps of working with R using car failure data Getting Started and Data Exploration with R/RStudio The aim of this video is to introduce R/RStudio to those using it for the first time. • Install R and RStudio • Explore the R/RStudio interface and understand the basics of working with data • Illustrate steps of working with R using car failure data The aim of this video is to introduce R/RStudio to those using it for the first time. • Install R and RStudio • Explore the R/RStudio interface and understand the basics of working with data • Illustrate steps of working with R using car failure data The aim of this video is to introduce R/RStudio to those using it for the first time. • Install R and RStudio • Explore the R/RStudio interface and understand the basics of working with data • Illustrate steps of working with R using car failure data Introduction to Visualization The aim of this video is to introduce commonly used visualization tools in R. • Get introduced to commonly used visualizations that are done for qualitative data • Get introduced to commonly used visualizations that are done for quantitative data • Illustrate the steps with vehicle failure data Introduction to Visualization The aim of this video is to introduce commonly used visualization tools in R. • Get introduced to commonly used visualizations that are done for qualitative data • Get introduced to commonly used visualizations that are done for quantitative data • Illustrate the steps with vehicle failure data Introduction to Visualization The aim of this video is to introduce commonly used visualization tools in R. • Get introduced to commonly used visualizations that are done for qualitative data • Get introduced to commonly used visualizations that are done for quantitative data • Illustrate the steps with vehicle failure data Introduction to Visualization The aim of this video is to introduce commonly used visualization tools in R. • Get introduced to commonly used visualizations that are done for qualitative data • Get introduced to commonly used visualizations that are done for quantitative data • Illustrate the steps with vehicle failure data The aim of this video is to introduce commonly used visualization tools in R. • Get introduced to commonly used visualizations that are done for qualitative data • Get introduced to commonly used visualizations that are done for quantitative data • Illustrate the steps with vehicle failure data The aim of this video is to introduce commonly used visualization tools in R. • Get introduced to commonly used visualizations that are done for qualitative data • Get introduced to commonly used visualizations that are done for quantitative data • Illustrate the steps with vehicle failure data Interactive Visualization The aim of this video is to introduce the interactive visualization package “plotly” in R. • Get introduced to the interactive visualization package, plotly • Know how to make interactive scatter plots, box plots, histograms, and pie charts • View interpretation and how to use the charts Interactive Visualization The aim of this video is to introduce the interactive visualization package “plotly” in R. • Get introduced to the interactive visualization package, plotly • Know how to make interactive scatter plots, box plots, histograms, and pie charts • View interpretation and how to use the charts Interactive Visualization The aim of this video is to introduce the interactive visualization package “plotly” in R. • Get introduced to the interactive visualization package, plotly • Know how to make interactive scatter plots, box plots, histograms, and pie charts • View interpretation and how to use the charts Interactive Visualization The aim of this video is to introduce the interactive visualization package “plotly” in R. • Get introduced to the interactive visualization package, plotly • Know how to make interactive scatter plots, box plots, histograms, and pie charts • View interpretation and how to use the charts The aim of this video is to introduce the interactive visualization package “plotly” in R. • Get introduced to the interactive visualization package, plotly • Know how to make interactive scatter plots, box plots, histograms, and pie charts • View interpretation and how to use the charts The aim of this video is to introduce the interactive visualization package “plotly” in R. • Get introduced to the interactive visualization package, plotly • Know how to make interactive scatter plots, box plots, histograms, and pie charts • View interpretation and how to use the charts Geographic Plots The aim of this video is to introduce the “googleVis” package in R. • Get introduced to the googleVis package • Learn how to make a geographic map for the world using the googleVis package • Learn how to make a geographic map for USA using the googleVis package Geographic Plots The aim of this video is to introduce the “googleVis” package in R. • Get introduced to the googleVis package • Learn how to make a geographic map for the world using the googleVis package • Learn how to make a geographic map for USA using the googleVis package Geographic Plots The aim of this video is to introduce the “googleVis” package in R. • Get introduced to the googleVis package • Learn how to make a geographic map for the world using the googleVis package • Learn how to make a geographic map for USA using the googleVis package Geographic Plots The aim of this video is to introduce the “googleVis” package in R. • Get introduced to the googleVis package • Learn how to make a geographic map for the world using the googleVis package • Learn how to make a geographic map for USA using the googleVis package The aim of this video is to introduce the “googleVis” package in R. • Get introduced to the googleVis package • Learn how to make a geographic map for the world using the googleVis package • Learn how to make a geographic map for USA using the googleVis package The aim of this video is to introduce the “googleVis” package in R. • Get introduced to the googleVis package • Learn how to make a geographic map for the world using the googleVis package • Learn how to make a geographic map for USA using the googleVis package Advanced Visualization The aim of this video is to introduce visualization with ggplot2, d3heatmap, and googleVis packages. • View color-coded scatter plots and histograms including facets using the ggplot2 package • View heatmap using the d3heatmap package • View a motion chart using the googleVis package Advanced Visualization The aim of this video is to introduce visualization with ggplot2, d3heatmap, and googleVis packages. • View color-coded scatter plots and histograms including facets using the ggplot2 package • View heatmap using the d3heatmap package • View a motion chart using the googleVis package Advanced Visualization The aim of this video is to introduce visualization with ggplot2, d3heatmap, and googleVis packages. • View color-coded scatter plots and histograms including facets using the ggplot2 package • View heatmap using the d3heatmap package • View a motion chart using the googleVis package Advanced Visualization The aim of this video is to introduce visualization with ggplot2, d3heatmap, and googleVis packages. • View color-coded scatter plots and histograms including facets using the ggplot2 package • View heatmap using the d3heatmap package • View a motion chart using the googleVis package The aim of this video is to introduce visualization with ggplot2, d3heatmap, and googleVis packages. • View color-coded scatter plots and histograms including facets using the ggplot2 package • View heatmap using the d3heatmap package • View a motion chart using the googleVis package The aim of this video is to introduce visualization with ggplot2, d3heatmap, and googleVis packages. • View color-coded scatter plots and histograms including facets using the ggplot2 package • View heatmap using the d3heatmap package • View a motion chart using the googleVis package Data Partitioning, Multiple Linear Regression, and Multicollinearity 4 lectures 40:06 Getting Introductory Concepts The aim of this video is to introduce the idea of regression, logistic regression, and data partitioning. • Describe the situation when output variable is numeric or factor • Provide examples • Describe data partitioning and its purpose Data Partitioning with R The aim of this video is to introduce data partitioning. • View the steps for reading data and preparing it for analysis • Learn how to prepare data for analysis by addressing missing data • Illustrate the steps for data partitioning Multiple Linear Regression with R The aim of this video is to present steps for multiple linear regression. • Get introduced to the steps for multiple linear regression • Learn how to do plots for model diagnostics • Learn how to make predictions using the model Multicollinearity Issues The aim of this video is to introduce multicollinearity issues with regression models. • Explain what is multicollinearity • Learn how VIF helps to assess multicollinearity • Learn how to asses multicollinearity with the help of the faraway package in R ...