Hadoop is an open-source programming framework, based on Java, that supports the processing of large data sets within a distributed computing environment, whereas R is a programming language for statistical computing and graphics. There is no doubt about the fact that R language is being widely utilized among data miners and statisticians for advancing statistical software and performing data analysis. In the sphere of interactive data analysis, predictive modeling, and general-purpose statistics, R has received great popularity due to its categorization, clustering, and ranking capabilities.
When it comes to visualization and analysis of big data, R and Hadoop certainly complement each other. So, what are the ways of using R and Hadoop together? In this blog, we will explore the answer to this question. The 4 key ways of using these two frameworks together are mentioned below:
- RHIPE
RHIPE (R and Hadoop Integrated Programming Environment) is an R package that proffers an API (Application Programming Interface) to make use of Hadoop.
- RHadoop
This combines three R packages – rmr that gives Hadoop MapReduce functionality in R, RHDFS that gives HDFS file management in R, and RHbase that gives HBase database management within R. All three can be utilized to analyze and manage the Hadoop framework data in a better way.
- ORCH
ORCH (Oracle R Connector for Hadoop) is a collection of R packages that gives the relevant interfaces to perform with Hive tablets, the local R environment, the Apache Hadoop compute infrastructure and Oracle database tables. Furthermore, it delivers predictive analytic techniques that can be implemented to data in HDFS (Hadoop Distributed File System).
Hadoop Streaming
This enables users to create and run jobs together with any executables as the reducer or mapper. You can develop working Hadoop jobs with the use of the streaming system and sufficient knowledge of Java to write two shell scripts, arranged one in front of the other.
The union of R and Hadoop is being prominent and a must for those who work with statistics and large data sets. So, this is the time to learn big data Hadoop and get R training. And if you are in search of a reputed institute in Kolkata, then Data Brio Academy is the ideal platform to have trust on.