Machine Learning for Beginners: Linear Regression Model in R

您是否正在寻找完整的线性回归课程，教您在 R 中创建线性回归模型所需的一切？本课程涵盖了通过线性回归解决业务问题需要了解的重要方面。

尽管大多数课程只专注于教授如何运行分析，但本课程强调分析前后发生的事情，例如拥有正确的数据并对其进行预处理。您还可以判断您的模型有多好并解释结果以帮助您的业务。随着您的进步，您将学习如何识别业务中的问题并使用线性回归技术解决这些问题。除此之外，您还将获得在 R 中创建线性回归模型并分析其结果所需的知识。

在本课程结束时，您将具备有效使用线性回归进行预测性机器学习和创建稳健模型所需的技能。

Video: .MP4, AVC, 1364×768, 30 fps | Audio: English, AAC, 44.1 KHz, 2 Ch | Duration: 6h 13m | 1.92 GB
Created by Start-Tech Academy

Get up to speed with linear regression analysis for predictive machine learning and econometrics

Learn

Identify the business problem and solve it using linear regression techniques
Create a linear regression model in R and analyze its results
Become well-versed with machine learning concepts
Gain knowledge of data collection and data preprocessing for machine learning linear regression problems
Explore advanced linear regression techniques using R’s glmnet package

About

Are you looking for a complete linear regression course that teaches you everything you need to create a linear regression model in R? This course covers the important aspects that you need to know to solve business problems through linear regression.

Although most courses only focus on teaching how to run the analysis, this course emphasizes what happens before and after analysis such as having the right data and performing preprocessing on it. You’ll also be able to judge how good your model is and interpret the results to help your business. As you progress, you will learn how to identify problems in your business and solve them using linear regression techniques. In addition to this, you’ll gain the knowledge you need to create a linear regression model in R and analyze its results.

By the end of this course, you will be equipped with the skills you need to effectively use linear regression for predictive machine learning and create robust models.

All codes and supporting files are available at-

https://github.com/sanjanapackt/PacktPublishing-Start-Machine-Learning-Here-Linear-Regression-model-in-R

Features

Delve into business-specific case studies and datasets
Explore interview tips and performance tuning tips
Gain the knowledge to confidently create your own linear regression model in R