Data-Centric Statistical Inference Using R and Tidyverse

Description

In this course, you will learn :

• Working knowledge of R, ModernDive, and Tidyverse for data processing.
• Practical experience in data preprocessing, wrangling, and visualization.
• The capacity to use data-centric ideas including regression analysis, sampling, confidence intervals, hypothesis testing, and interpretation.
• The capacity to tell a story with data from several case studies.
• The capacity to extract insights and draw conclusions from data utilizing various tools.

Syllabus :

• Getting Started with Data in R
• Data Visualization
• Data Wrangling
• Data Importing and “Tidy” Data
• Basic Regression
• Multiple Regression
• Statistical Inference with infer Package
• Bootstrapping and Confidence Intervals
• Hypothesis Testing
• Inference for Regression
• Tell Story with Data