Course Content

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Introduction to R

• What is R?

• Installing R and R Studio

• Basic R syntax

• Variables and data types

• Simple calculations and operators

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Working with Data in R

• Data structures in R: vectors, matrices, and data frames

• Data input and output

• Subsetting and indexing data

• Basic data manipulation

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Control Structures and Functions

• Conditional statements (if-else)

• Loops (for, while)

• Writing and using functions

• Built-in functions in R

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Data Visualization with ggplot2

• Introduction to ggplot2

• Creating scatter plots, bar charts, and line graphs

• Customizing plot aesthetics

• Combining and faceting plots

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Data Analysis with dplyr

• Introduction to dplyr

• Filtering and selecting data

• Grouping and summarizing data

• Joining datasets

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Introduction to Statistics with R

• Descriptive statistics

• Inferential statistics

• Hypothesis testing

• Linear regression

• AI/ML library with Association Rule, Clustering, Classification, Forecasting