Machine learning in R

Open to
Government analysts
Training category
Analytical
Type of training
Online
Length
Three days
Organiser
Analysis Function Capability Team
Provider
Analysis Function Capability Team
Location
Online

Description

This course has been designed for beginners in the field of machine learning (ML), however, ML practitioners using Python, R or other platforms can also benefit from this course as it introduces the mlr3 machine learning ecosystem which provides state of the art machine learning tools for building, modifying and deploying ML models in practical environments.

The course introduces popular machine learning and statistical pattern recognition techniques used by industry and academia including regression, classification, and cluster analyses.

Learning outcomes

By the end of the session, participants will be able to:

  • describe key machine learning concepts highlighting the modelling and evaluation approaches
  • demonstrate skills in developing machine learning models using mlr3 ecosystem
  • run machine learning experiments with pre-processing pipelines and relevant pre-processing operators
  • perform model optimisation through automated hyperparameter tuning in mlr3
  • pun benchmarking experiments to identify the best model for a given data driven problem

How to book

Please use your Learning Hub account to access the course online. Alternatively, please email gss.capability@statistics.gov.uk.