Technologies / Data & Analytics

Data Mining using R

The training provides an in-depth understanding of data mining techniques using the R language. The program combines theory with intensive hands-on workshops where participants learn to apply advanced analysis methods to uncover hidden patterns in data. Special emphasis is placed on the practical application of data mining algorithms and the interpretation of the results obtained in a business context.

Issues

Data preprocessing
Exploratory data analysis
Cluster analysis
Association rules
Anomaly detection
Dimensionality reduction
Predictive modeling
Evaluation of models
Visualize the results
Interpretation of the results
Implementation of solutions
Best practices

Benefits

The participant will gain practical skills in applying advanced data mining techniques in R language
Will develop the ability to identify appropriate analysis methods for different types of business problems
Will learn to prepare data for analysis and assess its quality
Will learn methods for detecting patterns and relationships in complex data sets
Will be able to build and evaluate predictive models
Will master techniques for interpreting and presenting the results of data mining analyses

Who is this training for?

Data analysts working with large collections

Data science specialists

Researchers involved in data exploration

Business analysts

Machine learning specialists

Employees of analytical departments

Business intelligence consultants

Data engineers

Prerequisites

Basic knowledge of the R language
Knowledge of descriptive statistics
Experience in data analysis
Fundamentals of linear algebra

Training program

Transformation and standardization

Handling missing values
Exploratory techniques

Association rules

Dimensionality reduction
Predictive modeling

Random forests

Support vector machines
Validation and implementation
Evaluation of models
Interpretation of results
Visualize the results
Implementing solutions

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 Data Mining using R we recommend: Basic knowledge of the R language; Knowledge of descriptive statistics; Experience in data analysis.

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 working with large collections; Data science specialists; Researchers involved in data exploration.