Matthew Renze

Practical Machine Learning with R (Workshop)

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R is a very popular open-source programming language for machine learning. Its interactive programming environment and powerful data analysis capabilities make R an ideal tool for machine learning.

This workshop will provide an introduction to the R programming language using RStudio. In addition, we will demonstrate how we can use R to train a series of machine learning models. We'll cover supervised and unsupervised learning in the form of classification, regression, and clustering. Finally, we’ll learn how to deploy these models to production.

Prerequisites

Please bring your own Windows laptop and complete Lab 0 to install all of the necessary software before the workshop begins.

Documents


Labs

Lab 0 - Hello World A
Lab 1 - R Language Basics A B
Lab 2 - Classification A B
Lab 3 - Regression A B
Lab 4 - Clustering A B
Lab 5 - ML in Practice A