CG数据库 >> R Programming

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English + .srt | Duration: 39 lectures (20 hour, 45 mins) | Size: 10.2 GB

R concepts, coding examples. Data structure, loops, functions, packages, plots/charts, data/files, decision-making in R.

What you'll learn

Deep practical knowledge of R programming language

Become a Data Scientist, Data Engineer, Data Analyst or Consultant

Fundamentals and setup of R Language

Get familiar with RStudio

Variables and Data Types

Input-Output Features in R

Operators in R

Data Structure in R

Vectors, Lists and their application

R Programs for Lists and Vectors in RStudio

Matrix and application of Matrices in R with R Programs

Arrays with R Programs for Arrays in RStudio

Data Frames and R Programs for Data Frame in RStudio

Factors, application of Factors, R Programs for Factors in RStudio

Decision-making in R, types of decision-making statements with R Programs

Loops in R, flowcharts and programs for loops in R

Functions in R

Strings in R

Packages in R

Data and File Management in R

Plotting in R (graphs, charts, plots, histograms)

Write complex R programs for practical industry scenarios

Requirements

Enthusiasm and determination to make your mark on the world!

Description

1. Fundamentals of R Language

Introduction to R

History of R

Why R programming Language

Comparison between R and Python

Application of R

2. Setup of R Language

Local Environment setup

Installing R on Windows

Installing R on Linux

RStudio

What is RStudio?

Installation of RStudio

First Program - Hello World

3. Variables and Data Types

Variables in R

Declaration of variable

Variable assignment

Finding variable

Data types in R

Data type conversion

R programs for Variables and Data types in RStudio

4. Input-Output Features in R

scan() function

readline() function

paste() function

paste0() function

cat() function

R Programs for implementing these functions in RStudio

5. Operators in R

Arithmetic Operators

Relational Operators

Logical Operators

Assignment Operators

Miscellaneous Operators

R Programs to perform various operations using operators in RStudio

6. Data Structure in R (part-I)

What is data structure?

Types of data structure

Vector

- What is a vector in R?

- Creating a vector

- Accessing element of vector

- Some more operations on vectors

- R Programs for vectors in RStudio

Application of Vector in R

List

- What is a list in R?

- Creating a list

- Accessing element of list

- Modifying element of list

- Some more operations on list

R Programs for list in RStudio

7. Data Structure in R (part-II)

Matrix or Matrices

- What is matrix in R?

- Creating a matrix

- Accessing element of matrix

- Modifying element of matrix

- Matrix Operations

R Programs for matrices in RStudio

Application of Matrices in R

Arrays

- What are arrays in R?

- Creating an array

- Naming rows and columns

- Accessing element of an array

- Some more operations on arrays

R Programs for arrays in RStudio

8. Data Structure in R (part-III)

Data frame

- What is a data frame in R?

- Creating a data frame

- Accessing element of data frame

- Modifying element of data frame

- Add the new element or component in data frame

- Deleting element of data frame

- Some more operations on data frame

R Programs for data frame in RStudio

Factors

- Factors in R

- Creating a factor

- Accessing element of factor

- Modifying element of factor

R Programs for Factors in RStudio

Application of Factors in R

9. Decision Making in R

Introduction to Decision making

Types of decision-making statements

Introduction, syntax, flowchart and programs for

- if statement

- if…else statement

- if…else if…else statement

- switch statement

10. Loop control in R

Introduction to loops in R

Types of loops in R

- for loop

- while loop

- repeat loop

- nested loop

break and next statement in R

Introduction, syntax, flowchart and programs for

- for loop

- while loop

- repeat loop

- nested loop

11. Functions in R

Introduction to function in R

Built-in Function

User-defined Function

Creating a Function

Function Components

Calling a Function

Recursive Function

Various programs for functions in RStudio

12. Strings in R

Introduction to string in R

- Rules to write R Strings

- Concatenate two or more strings in R

- Find length of String in R

- Extract Substring from a String in R

- Changing the case i.e. Upper to lower case and lower to upper case

Various programs for String in RStudio

13. Packages in R

Introduction to Packages in R

Get the list of all the packages installed in RStudio

Installation of the packages

How to use the packages in R

Useful R Packages for Data Science

R program for package in RStudio

14. Data and File Management in R

Getting and Setting the Working Directory

Input as CSV File

Analysing the CSV File

Writing into a CSV File

R programs to implement CSV file

15. Plotting in R (Part-I)

Line graph

Scatterplots

Pie Charts

3D Pie Chart

16. Plotting in R (Part-II)

Bar / line chart

Histogram

Box plot

Who this course is for:

R Developers & Data Developers

Data Scientists - R, Python

Newbies and beginners aspiring for a career in programming & statistical analysis

Data Engineers and Statistical Analysts

R & Python Programmers

Technical & Analytics Consultants

Anyone wishing to learn data science and machine learning

Lead R Developers

R Modelling Analysts

Data Software Developers

Financial and Marketing Analysts

Software Engineers

Web Application Developers

Business Analysts and Consultants

Data Science and Machine Learning enthusiasts


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发布日期: 2020-07-27