Building Statistical Models in R: Linear Regression

提供:
Coursera Project Network
このガイド付きプロジェクトでは、次のことを行います。

Build simple and multiple linear regression models

Perform model assessment and interpretation of results

Perform diagnostic checks to test for model assumptions

Clock2 hours
Beginner初級
Cloudダウンロード不要
Video分割画面ビデオ
Comment Dots英語
Laptopデスクトップのみ

Welcome to this project-based course Building Statistical Models in R: Linear Regression. This is a hands-on project that introduces beginners to the world of statistical modeling. In this project, you will learn the basics of building statistical models in R. We will start this hands-on project by exploring the dataset and creating visualizations for the dataset. By the end of this 2-hour long project, you will understand how to build and interpret the result of simple linear regression models in R. Also, you will learn how to perform model assessments and check for assumptions using diagnostic plots. By extension, you will learn how to build and interpret the result of a multiple linear regression model. Note that you do not need to be a data scientist to be successful in this guided project; just a familiarity with basic statistics and R suffice for this project. If you are not familiar with R and want to learn the basics, start with my previous guided project titled “Getting Started with R”. So, taking this project will give the needed requisite to complete this project on Building Statistical Models in R: Linear Regression. However, if you are comfortable using R, please join me on this wonderful and exciting ride! Let’s get our hands dirty!

あなたが開発するスキル

Statistical AnalysisStatistical ModelR ProgrammingGgplot2Linear Regression

ステップバイステップで学習します

ワークエリアを使用した分割画面で再生するビデオでは、講師がこれらの手順を説明します。

  1. Getting Started

  2. Import packages & dataset

  3. Explore the dataset

  4. Data Visualization

  5. Model Building

  6. Model Assessment I

  7. Model Assessment II

  8. Model Prediction

  9. Assumptions Check: Diagnostic Plots

  10. Multiple Regression

ガイド付きプロジェクトの仕組み

ワークスペースは、ブラウザに完全にロードされたクラウドデスクトップですので、ダウンロードは不要です

分割画面のビデオで、講師が手順ごとにガイドします

よくある質問

よくある質問

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