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
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