Coursera Project Network
Data Analysis in R: Predictive Analysis with Regression
Coursera Project Network

Data Analysis in R: Predictive Analysis with Regression

Taught in English

Included with Coursera Plus

Guided Project

Learn, practice, and apply job-ready skills with expert guidance

Intermediate level

Recommended experience

2 hours
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning

What you'll learn

  • Describe the data set (checking the structure of the dataset, checking for missing values, checking for correlations, basic data visualizations)

  • Build regression models and interpret the results

  • Predict new values using the regression model

Details to know

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Guided Project

Learn, practice, and apply job-ready skills with expert guidance

Intermediate level

Recommended experience

2 hours
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning

See how employees at top companies are mastering in-demand skills

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Learn, practice, and apply job-ready skills in less than 2 hours

  • Receive training from industry experts
  • Gain hands-on experience solving real-world job tasks
  • Build confidence using the latest tools and technologies
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About this Guided Project

Learn step-by-step

In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:

  1. Import packages and dataset

  2. Use R functions to describe the data

  3. Create data visualization using ggplot

  4. Practice Activity - Load and describe a dataset

  5. Build a simple regression model

  6. Perform diagnostic checks on fitted model

  7. Perform model fit assessment - Part 1

  8. Perform model fit assessment - Part 2

  9. Build a simple regression model with transformation

  10. Make predictions using fitted model

  11. Build a multiple regression model

  12. Portfolio Activity - Create a model to predict house prices in Iowa

Recommended experience

Familiar with R for describing data

12 project images

Instructor

Arimoro Olayinka Imisioluwa
Coursera Project Network
36 Courses71,009 learners

Offered by

How you'll learn

  • Skill-based, hands-on learning

    Practice new skills by completing job-related tasks.

  • Expert guidance

    Follow along with pre-recorded videos from experts using a unique side-by-side interface.

  • No downloads or installation required

    Access the tools and resources you need in a pre-configured cloud workspace.

  • Available only on desktop

    This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.

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