R for Data Analysis, Statistics and Data Science

BY
Udemy

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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