Technologies / Data & Analytics

Advanced programming in R

The training focuses on advanced programming techniques in R, presenting best practices for creating efficient and scalable code. The program covers advanced aspects of functional programming, metaprogramming and package development. Participants, through hands-on workshops, learn to write efficient code, use advanced data structures, and create their own R language extensions.

Issues

Functional programming
Metaprogramming
Data structures
Package creation
Code optimization
Parallel calculations
Performance profiling
Integration with C++
Code documentation
Unit tests
Debugging
Memory management

Benefits

The participant will master advanced functional programming techniques in R
Will develop the ability to create efficient and scalable analytical solutions
Will learn to design and implement custom R packages according to best practices
Will learn code optimization and memory management methods
Will be able to use advanced data structures and metaprogramming
Will gain the ability to create R extensions using other programming languages

Who is this training for?

Experienced R programmers

Developers of analytical packages and tools

Developers of data science solutions

Code optimization specialists

Analysts working with large data sets

Analytics solution architects

Researchers using R

Software engineers

Prerequisites

Advanced knowledge of the R language
Experience in feature development
Knowledge of the basics of algorithmics
Practice in data analysis

Training program

Lambda expressions
Closures and environments
Functionally oriented programming
Advanced structures

Metaprogramming
Non-standard evaluation
Advanced data structures

Package structure
Documentation and testing
Integration with C++
Publication of packages
Optimization and efficiency

Parallel calculations
Memory optimization
Advanced debugging

Delivery Methods

Online

Convenience of participating from anywhere
Interactive live sessions with trainer
Materials available for 30 days
No travel costs

On-site

Direct contact with trainer and group
Intensive hands-on workshops
Networking with other participants
Full focus on learning

Frequently asked questions

What are the prerequisites for this training?

For Advanced programming in R we recommend: Advanced knowledge of the R language; Experience in feature development; Knowledge of the basics of algorithmics.

What is the format and duration of this training?

The training lasts 1 day and is available in online and on-site format. Sessions run from 9:00 AM to 4:00 PM. We can also customize the schedule to fit your team's needs.

Who is this training designed for?

This training is designed for: Experienced R programmers; Developers of analytical packages and tools; Developers of data science solutions.