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R: The Powerful Open-Source Data Science Language - Prof. Bhayal, Slides of Advanced Computer Programming

An overview of R, a popular data science language. Discover its history, features, advantages, and uses in data analysis and business decision-making. R is a free alternative to MATLAB, Excel, SAS, and SPSS, and is widely used by organizations for data manipulation, calculation, visualization, and statistical analysis. It is also compatible with other data processing technologies like Hadoop and Spark.

Typology: Slides

2022/2023

Uploaded on 11/14/2022

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Presented By
Shanti lal Bhaya l
Assistant Pro fessor
MEDICAPS UNIVERSITY
Programming
Environment
R
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Download R: The Powerful Open-Source Data Science Language - Prof. Bhayal and more Slides Advanced Computer Programming in PDF only on Docsity!

Presented By

Shanti lal Bhayal

Assistant Professor

MEDICAPS UNIVERSITY

Programming

Environment

R

What is data science?

Hacking ( Programming) +

Maths/Statistics + Domain

Knowledge = Data Science

SO NEXT WHAT IS

Data Scientist?

A data scientist is simply a

person who can

write code = in R, Python,Java,

SQL, Hadoop (Pig,HQL,MR) etc

= for data storage, querying,

summarization, visualization

= how efficiently, and in time

(fast results?)

= where on databases, on

cloud, servers

and understand enough

statistics

to derive insights from data

so business can make

decisions

R:

R version 4.2.1 (Funny-Looking Kid) has been released

on 2022-06-23.

► (^) Early 1990s: The development of R began.

► (^) August 1993: The software was announced on the S-news mailing list.

► (^) www.r-project.org/mail,html

► (^) June 1995: After some persuasive arguments by Martin Mächler - code available as

“free software,” under the FSF’s GNU GPL, Version 2.

► (^) Mid-1997: The initial R Development Core Team was formed(Core group)

► (^) February 2000: The first version of R, version 1.0.0, was released.

► (^) R : Past and Future History (r-project.org);

https://cran.r-project/doc/html/interface98-paper/paper.html

What's great about R?

CRAN Packages By Date (r-project.org) https://cran.r-project.org/web/packages/

R can perform various data analysis and data science tasks for free

Interactive Visualization with Shiny package (Equivalent SAS Product : Visual

Analytics)

Ensemble Learning / Machine Learning (SAS Product : SAS Enterprise Miner)

Text / Social Media Mining (SAS Product : SAS Text Miner)

Optimization and Forecasting (SAS Product : SAS ETS, PROC OPTMODEL)

RStudio IDE (SAS Product : SAS Enterprise Guide)

Integartion: Tableau, SQL Server, VS , PowewrBI

The system saves data sets between sessions, so you don't need to reload them

each time. It saves your command history too.

Where is R used?

Big data demands of companies

analyse user behaviour.

online advertising and e-commerce

Weather services use it for weather

forecasts.

It is a fundamental tool for analytics-driven

organizations

What is R?

 R is a dialect of S.

S was a language, or is a language that was developed by John

Chambers and at the now-defunct Bell Labs.

S was initiated in 1976 as an internal statistical analysis environment-

originally implemented as a Fortran Libraries.

Early versions of the language did not contain functions for statistical

modelling.

So in 1988, the system was rewritten in the C language and to make it more

portable across systems and it began to resemble the system that we have

today. Historical Notes

 In 1993 Bell Labs gave a corporation called StatSci which became Insightful

Corporation, an exclusive license to develop and sell the S language.

 In 2004, Insightful purchased the S language completely from Lucent for $2 million

is the current owner.

 In 2006, Alcatel purchased Lucent Technologies and it's now called Alcatel-Lucent.

 Insightful sell its implementation of the S language under the product name S-PLUS

and has built a number of fancy features(GUI Mostely) on top of it- ”PLUS”.

 1991: It was created in New Zealand by two gentleman named Ross Ihaka

and Robert Gentleman.

 1993: First announcement to public.

 1995: Martin Michler convinced Ross and Robert to use, to license R under the

GNU General Public License to make R free software.

 1996: A Public mailing list is created(R-help and R-devel).

 1997: The core group is formed. The core group control the source code of R

 2000: R 1.0.0 Version is released.

R version 4.2.1 (Funny-Looking Kid) has been released on 2022-06-23.

What is R

R is an integrated suite of software facilities for data manipulation, calculation and

graphical display

 An effective data handling and storage facility,

 A suite of operators for calculations on arrays, in particular matrices,

 A large, coherent, integrated collection of intermediate tools for data analysis,

 Graphical facilities for data analysis and display either directly at the computer or on hardcopy, and

 A well developed, simple and effective programming language (called ‘S’) which includes

conditionals, loops, user defined recursive functions and input and output facilities.