Data-Centric Statistical Inference Using R and Tidyverse

This course provides a practical guide using R and the tidyverse, guiding statistical concepts and analysis techniques.

Beginner

99 Lessons

17h

Certificate of Completion

This course provides a practical guide using R and the tidyverse, guiding statistical concepts and analysis techniques.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

311 Playgrounds
10 Quizzes

This course includes

311 Playgrounds
10 Quizzes

Course Overview

The world is full of data and it can be quite challenging to infer the knowledge based on statistical reasoning. This course aims to equip you with the skills you need to play with your data, wrangle it, and visualize it. Starting with data visualization, the course gets learners building ggplot2 graphs early on and then continues to reinforce important concepts graphically throughout the course. After moving through data wrangling and data importing, you’ll be introduced to modeling, which plays a promi...Show More

What You'll Learn

Working knowledge of R, ModernDive, and tidyverse to process data

Hands-on experience of data preprocessing, wrangling, and visualization

The ability to apply data-centric concepts for regression analysis, sampling, confidence intervals, and hypothesis testing and interpretation

The ability to tell a story using data of different case studies

The ability to infer insights and conclusions from data using different packages

What You'll Learn

Working knowledge of R, ModernDive, and tidyverse to process data

Show more

Course Content

1.

Getting Started with Data in R

2.

Data Visualization

3.

Data Wrangling

4.

Data Importing and “Tidy” Data

5.

Basic Regression

6.

Multiple Regression

9 Lessons

7.

Statistical Inference with the infer Package

8 Lessons

8.

Bootstrapping and Confidence Intervals

13 Lessons

9.

Hypothesis Testing

9 Lessons

10.

Inference for Regression

9 Lessons

11.

Tell a Story with Data

4 Lessons

12.

Appendix

2 Lessons

Course Author

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Adaptive Learning

Explain with AI

AI Code Mentor