Applied Statistics using R with Data Processing
Course
Online
Description
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Type
Course
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Methodology
Online
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Start date
Different dates available
This is the bite size course to learn R Programming for Applied Statistics. In CRISP DM data mining process, Applied Statistics is at the Data Understanding stage. This course also covers Data processing, which is at the Data Preparation Stage. You will need to know some R programming, and you can learn R programming from my "Create Your Calculator: Learn R Programming Basics Fast" course. You will learn R Programming for applied statistics and you will be ableYou can take the course as follows, I may allow you to have the SVBook certificate in Data Mining using R in future after you passed a quiz and completed all the courses below: Create Your Calculator: Learn R Programming Basics Fast (R Basics)
Applied Statistics using R with Data Processing (Data Understanding and Data Preparation)
Advanced Data Visualizations using R with Data Processing (Data Understanding and Data Preparation, in future)
Machine Learning with R (Modeling and Evaluation)I will create advanced data visualizations using R for data understanding stage and includes some data processing for data preparation stage in future.References: This course is actually based on the Learn R for Applied Statistics book I have published at Apress.
Facilities
Location
Start date
Start date
About this course
Getting Started
Getting Started 2
Getting Started 3
Data Mining Process
Download Data set
Read Data set
Mode
Median
Mean
Range
Range 2
Range 3
IQR
Qunatile
Population Variance
Sample Variance
Variance
Standard Deviation
Normal Distribution
Skewness and Kurtosis
Summary() and Str()
Correlation
Covariance
Inferential Statistics Tests
One Sample T Test
Two Sample Unpaired T Test
Two Sample Unpaired T Test (Variance not Equal)
Two Sample Paired T Test
Chi Square Test
One Way ANOVA
Two Way ANOVA
MANOVA
Simple Linear Regression
Multiple LInear Regression
Data Processing: Select Variables
Data Processing: Sort Data
Data Processing: Filter Data
Data Processing: Remove Missing Values and Remove Duplicates
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Subjects
- Programming
- Statistics
- Data Mining
Course programme
Additional information
Applied Statistics using R with Data Processing