Gain insights into data visualization with ggplot2, explore data wrangling, and learn about regression modeling using R and Tidyverse. Discover statistical inference through computational methods with the infer package.
Beginner
99 Lessons
17h
Certificate of Completion
Gain insights into data visualization with ggplot2, explore data wrangling, and learn about regression modeling using R and Tidyverse. Discover statistical inference through computational methods with the infer package.
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This course includes
This course includes
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...
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
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Course Content
Getting Started with Data in R
Data Visualization
Data Wrangling
Data Importing and “Tidy” Data
Basic Regression
Multiple Regression
9 Lessons
Statistical Inference with the infer Package
8 Lessons
Bootstrapping and Confidence Intervals
13 Lessons
Hypothesis Testing
9 Lessons
Inference for Regression
9 Lessons
Tell a Story with Data
4 Lessons
Appendix
2 Lessons
Course Author
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Anthony Walker
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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
Souvik Kundu
Front-end Developer
Eric Downs
Musician/Entrepeneur
Anthony Walker
@_webarchitect_
Evan Dunbar
ML Engineer
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