Programming in R for data analysis
The training focuses on the programmatic aspects of data analysis in R, combining advanced programming techniques with practical analytical applications. The program covers the creation of efficient solutions for processing and analyzing large data sets. Participants learn through hands-on workshops how to write effective analytical code and create custom functions and packages. Classes are conducted in the form of intensive programming workshops with an emphasis on practical applications.
Issues
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Functional programming
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Performance optimization
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Memory management
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Creating R packages
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Code testing
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Programming documentation
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Debugging
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Code profiling
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Version control
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Working with big data
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Parallel processing
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Integration with databases
Benefits
- The participant will develop advanced programming skills to create efficient analytical solutions in R
- He or she will gain the knowledge to optimize code for processing large data sets
- Will acquire the ability to create custom R packages in accordance with best programming practices
- Will learn methods for effective debugging and testing of analytical code
- Will be able to design and implement advanced data analysis solutions
- Will develop competence in documenting and maintaining analytical code
Who is this training for?
Prerequisites
- Basic knowledge of programming in R
- Experience in data analysis
- Knowledge of basic statistics
- Practice in working with tabular data
Training program
Functional programming
- Create effective functions
- Code optimization
- Memory management
Data processing
- Advanced data operations
- Working with large data sets
- Parallel processing
- Integration with databases
- Creating R packages
- Package structure
- Code documentation
Testing
- Publication of packages
- Development tools
Version control
- Debugging the code
- Performance profiling
- Development environments
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 Programming in R for data analysis we recommend: Basic knowledge of programming in R; Experience in data analysis; Knowledge of basic statistics.
What is the format and duration of this training?
The training lasts 2 days 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: Data analysts with basic knowledge of R; Programmers who want to specialize in data analytics; Data Scientists.
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