Big Data Analysis and Machine Learning with R
Beginner
25h
By: Doug Perez
Overview
This online instructor led training course provides the knowledge and skills to R, a programming language widely used among statisticians and data miners for developing statistical software and data analysis. In this course students will learn key topics including the history of R, navigating R studio, loading and maintaining packages, loading data into R, summarizing data in R, and more.
Modules
1. R and Rstudio Tools, Packages, and Maintenance
1.1 R and R Open Introduction and History45 min
1.2 RStudio and Other R Language Tools38 min
1.3 Loading Packages in R, Environment Setup1h 6m
1.4 Package Maintenance in R27 min
2. Loading, Inspecting, and Preparing Data in R
2.1 Loading Data into R, Connecting to SQL Server Using ODBC46 min
2.2 Inspecting and Preparing Data in R49 min
3. R Matrices, Functions and Expressions, Data Frames and Tibbles
3.1 R Matrices, Basic Expressions1h 18m
3.2 Bracket Notation in R40 min
3.3 Using Functions and Expressions in R, Data Frames1h 6m
3.4 Tibbles in R, Bracket Notation, Data Frames1h 16m
4. Summarizing Desciptive Data in R, Data Inspection and Prepping
4.1 Summarizing Data in R46 min
4.2 Descriptive Statistics in R1h 4m
4.3 Data Inspection in R1h 7m
4.4 Prepping Data in R1h 30m
5. Understanding and Using Tidy Data and the Tidyverse in R
5.1 Understanding Tidy Data and The Tidyverse in R52 min
5.2 Using the Tidyverse in R51 min
6. Introduction to and Advanced Usage of ggplot in R
6.1 Introduction To ggplot2 in R, Graphical Primitives1h 12m
6.2 Advanced ggplot Usage in R1h 28m
6.3 Multivariable Visualization in ggplot, Microsoft R Open Base Charts1h 11m
7. R Open Basics and Advanced Views, and Usage
7.1 Microsoft R Open Visualization, Base and Bundled Packages40 min
7.2 EDA in Microsoft R Open1h 16m
7.3 Sharing Options for Data Using R Open1h 6m
8. Integrating Power Bi, SQL Server in R
8.1 Integrating Power BI and R, Creating R Visuals1h 14m
8.2 SQL Server and R, Integration and Basics1h 8m
8.3 SQL Server Machine Learning with R42 min
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