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    R for Data Analysis, Statistics and Data Science

    BY
    Udemy

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    Lavel

    Beginner

    Mode

    Online

    Fees

    ₹ 499 1999

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 499  ₹1,999
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Introduction

    • Introduction
    • Population vs Sample
    • Statistics 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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