R Language

Books:

• R for Everyone: Advanced Analytics and Graphics 

• R language by Michael J. Crawley  

• Learn R in a Day Kindle Edition  

• Deep Learning with R_p1 Paperback – Import, 31 Jan 2018 by Mr Joseph J Allaire (Author) 

• Natural Language Processing Recipes: Unlocking Text Data with Machine Learning and Deep Learning using Python Paperback – Import, 30 Jan 2019 by Akshay Kulkarni (Author), Adarsha Shivananda (Author) 

• Domain-Specific Languages in R: Advanced Statistical Programming Paperback – Import, 22 Feb 2019 by Thomas Mailund  

• Beginning R: The Statistical Programming Language Paperback – 2013 by Mark Gardener (Author) 

• RStudio for R Statistical Computing Cookbook Paperback – Import, 6 Jan 2016 by Andrea Cirillo (Author) 

• Building a Recommendation System with R by Suresh K. Gorakala (Author), Michele Usuelli (Author) 

• R Projects For Dummies by Joseph Schmuller (Author) 

Study Materials:

• Introduction of R Language 

• Environment Setup  

• JSON Files 

• R packages 

• Fundamental Concepts of R Language (Variables, Loops and Conditions) 

• Data Visualization in R Language  

• Data Mining 

• Data Mining Process 

• Tasks in Data Mining  

• Business Analytics with R Language  

• Basics Calculations in R Language  

• Analysis of Variance (ANOVA) and F-test 

• Data Management : Sequences  

• Data Management : Sorting and Ordering 

• Variables and Data types 

• Operators 

• Decision Making 

• Loops 

• Array, Strings and Functions 

• Data Management : Lists  

• Dataframes

• Data Reshaping  

• Data Management : Vector indexing 

• Data Management : Factors 

• Data Management : Repeats 

• String - Display and Formatting

• String - Display and Splitting   

• Data Frames 

• Data Handling - Importing CSV and Tabular data files 

• Importing Data Files from Other Software 

• Statistical Functions : Frequency and Partition values 

• Statistical Functions - Graphics and Plots 

• Statistical Functions - Central Tendency and Variation 

• Statistical Function-Boxplots, Skewness and Kurtosis  

• Basic of Calculations _Functions_Matrices 

• Basics Calculations: Matrix Operations 

• Basics of Calculations_Calculator_Built in Function Assignments  

• Association Rule Mining 

• Statistical Function bivariate three dimensional plot 

• Statisticsl Functions - Correlation and Example

• Basic calculations: Missing data and logical operators

• Basic calculations: Logical operators 

• Basic calculations: Truth table and conditional executions  

• Data management: Sequence 

• Introduction_Command line_Data editor_Rstudio 

• Steps to write a programe with Examples of Programming 

• Poisson Regression  

• Analysis of Covariance 

• Time Series Analysis  

• Nonlinear Least Square  

• Mean, Median & Mode 

• Logistic Regression 

• Random Forest   

• Survival analysis 

• Chi-Square test 

• Random forest