Crash Course: Machine Learning Workflow and API using R

Hi,

in this course you are going to get a quick introduction into the fascinating world of building predictive models in R using tidymodels. This course guides you through important packages of tidymodels to empower you to build an automatic regression pipeline, which you can use to tune a model for your own data set. I will introduce you to tidymodels and show you how you can build a simple API using plumber.

We discover the important packages together. After each video in the first chapter you will solve short quizzes to deepen your knowledge. Step by step you will learn the important parts to build a regression pipeline.

In the second chapter we will finally build the pipeline, which you can customize to your specific needs. We will make the pipeline available through plumber.

This course is pretty dense in nature, but I believe that it is a very good starting point for you, since you will be able to build upon the material provided to you.

I assume that you are familiar with R, tidyverse principles and the basics of machine learning. But even If you are a complete beginner, I think that this course can be valuable to you.