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- Introduction
- Population vs Sample
- Statistics Introduction
R for Data Analysis, Statistics and Data Science
Quick Facts
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|---|---|---|---|---|
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Medium of instructions
English
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Mode of learning
Self study
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Mode of Delivery
Video and Text Based
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Course and certificate fees
Fees information
₹ 499 ₹1,999
certificate availability
Yes
certificate providing authority
Udemy
The syllabus
Introduction
Basic R Programming Fundamentals
- Installing R on Windows
- Installing RStudio & Look around RStudio Interface
- First R Program & Basic Mathematical Operations
- Data Types & Variables
- Relational & Logical Operators
Vectors, Matrices, Lists and Dataframe
- Creating Vectors
- Logical Vectors
- Factors
- Creating Matrices & diag Function
- Creating Lists
- What are Data Frames
- Creating Data Frames
- Subseting Data Frame
- Import Data from Text & CSV Files
- Missing Data in Data Frames
Data Handling using dplyr Package
- dplyr Package
- dplyr select() - Select Columns of Data Frame
- dplyr filter() - Extract Rows from Data Frame
- dplyr arrange - Sort or Reorder rows of Data Frame
- dplyr rename() - Renaming Columns of Data Frame
- dplyr mutate() - Mutate Data Frames
- dplyrgroup_by() - Generate Summary Statistics
- dplyr %% - Pipeline Operator
Data Visualization in R
- Bar Plots
- Histograms
- Scatter & Line Plots
- Box Plots
- Multiple Plots in a Layout
Qualitative and Quantitative Analysis
- Qualitative Data
- Visualizing Qualitative Data
- Quantitative Data
- Visualizing Quantitative Data
- Visualizing Stock Price Quantitative Data
Descriptive Statistics
- Min, Max, Sum, Prod and Sort functions on Quantitative Data
- Mean or Arithmetic Mean
- Geometric Mean
- Applications of Geometric Mean
- Harmonic Mean
- Median and Mode
- Outliers
- Quartiles and Quantiles
- Variance and Standard Deviation
- Stock Price Data - Variance and Standard Deviation
- Correlation and Covariance
- Stock Price Data - Correlation and Covariance
Bivariate and Multivariate Data
- Bivariate Qualitative Data
- Bivariate Quantitative Data
- Multivariate Data
Probability Distributions
- Probability Distribution
- Uniform Distribution
- Normal Distribution
Inferential Statistics - Hypothesis Testing
- p-value - Statistical Hypothesis
- Degrees of Freedom
- Confidence Interval
- Hypothesis Testing
- Chi-squared test
More on - R Programming Fundamentals
- Sequence Operator
- Replicate Function
- Conditional Control Statements
- Loops or Iterative Statements
- Functions
More on - Vectors
- Subsetting Vectors
- Vector Matching Operator & Methods
- Vector Arithmetic & Mathematical Functions
- Vector - Implicit & Explicit Coercion
More on - Matrix and Lists
- Matrix - Naming & Binding Rows-Columns
- Subsetting Matrix
- Matrix Operations & Functions
- Subsetting List
- List - Naming, Subset Operator & Concatenation
More on - Dataframes
- Data Frame subset() function
- Data Frame rbind() and cbind()
- Data Frame edit() function
More on - Data Import and Export
- Import Data from RDS Files
- Import Data from Internet
- Exporting Data to CSV Files
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