Quick Guide: Regression Pipeline with R & tidymodels

在本课程中，您将快速了解使用 tidymodels 构建预测模型的迷人世界。本课程将指导您完成重要的 tidymodels 包，使您能够构建回归流水线，您可以使用该流水线为您自己的数据集调整模型。我将向您介绍 tidymodels，并向您展示如何使用水管工构建一个简单的 API。

我们一起发现重要的包。在第一章的每个视频之后，您将解决简短的测验以加深您的知识。您将逐步了解构建回归流水线的重要部分。

在第二章中，我们将最终构建流水线，您可以根据自己的特定需求对其进行自定义。我们将通过管道工提供流水线。

这门课程本质上非常密集，但我相信这对您来说是一个很好的起点，因为您将能够在提供给您的材料的基础上继续学习。

我假设您熟悉 R、tidyverse 原理和机器学习的基础知识。但即使你是一个完整的初学者，我认为这门课程对你也很有价值。

Build a dynamic Regression Pipeline with tidymodels and plumber

Genre: eLearning | MP4 | Video: h264, 1280×720 | Audio: AAC, 48.0 KHz
Language: English | Size: 858 MB | Duration: 1h 51m

What you’ll learn
Build a regression pipeline with R using tidymodels
Make your analysis available through plumber
Make predictions on a new data set using your trained model
Visualize cross validation results
Learn how to render a rmarkdown document as html with parameters
Learn how to tune hyperparameters using tidymodels

Description
Hi,

in this course you are going to get a quick introduction into the fascinating world of building predictive models using tidymodels. This course guides you through important packages of tidymodels to empower you to build a 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.

I am looking forward seeing you in the course,

Sincerely Moritz

Who this course is for:
You want to learn tidymodels
You want to build a regression model using R
You need a quick and dense introduction into pipelines