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Dive into R programming and data analysis with this comprehensive training. Develop your skillset in R, understand data manipulations, and become adept in the usage of R's GUIs and its diverse data analytical tools.
Dive into R programming and data analysis with this comprehensive training. Develop your skillset in R, understand data manipulations, and become adept in the usage of R's GUIs and its diverse data analytical tools.
• Grasp foundational concepts of R and its user interface
• Dive deep into data manipulation, visualization, and exploration tools
• Harness the power of data structures in R, from vectors to data frames
• Learn to read from, and write to, multiple data formats
• Explore advanced topics like custom functions, probability distributions, and interactive reporting.
Basicunderstanding of programming concepts
Familiaritywith data structures and databases
No prior experience with R necessary
*We customize the course outline and content to your specific needs and relevant use cases.
Introduction and Setting Up:
• Overview of R and its GUIs
• Introduction to Rstudio
• Basics of R commands and case sensitivity
• Executing commands and managing outputs
Working with Data in R:
• Data types: Numbers, vectors, and matrices
• Object attributes and manipulations
• Arrays and matrix functionalities
• Reading and exporting data across formats
• Accessing databases using SQL
Data Structures in R:
• Exploring lists, and constructing data frames
• Attaching and detaching data frames
• Data manipulations: Filtering, aggregating, and recoding
• Character manipulations using stringr package
Statistical Operations in R:
• Overview of probability distributions
• Statistical tables in R
• Conducting one and two-sample tests
Programming Constructs in R:
• Grouped expressions and control statements
• Conditional and repetitive execution
• Writing custom functions in R
Advanced R Features:
• Environment customization
• Introduction to classes, generic functions, and object orientation
Graphical Capabilities in R:
• Basics of plotting and data visualization
• Exploring multivariate relations with lattice and ggplot package
• Graphics parameters and automation
• Interactive reporting and combining R outputs
Hands-on learning with expert instructors at your location for organizations.
Master new skills guided by experienced instructors from anywhere.
