Complete Your First Project in R
Offered By: LinkedIn Learning
Course Description
Overview
This course will provide a life-like application R programmers can utilize to enhance their learning along with providing them a project they can add to their coding portfolios.
Syllabus
Introduction
- Introduction to R
- What you should know
- RStudio
- Introducing Red30 Tech
- Understanding Red30 Tech data
- How to perform basic descriptive analysis
- How to find top customers
- How to better understand customers
- How to analyze sales employees
- How to determine the best product category
- Challenge: Customer longevity analysis
- Solution: Customer longevity analysis
- Understanding classification analysis
- How to prepare data for classification
- How to run a decision tree algorithm
- How to run a random forest algorithm
- How to run a support vector machine algorithm
- Understanding summary metrics
- How to decide which algorithm is best
- How to improve the chosen algorithm
- Challenge: Explore the chosen algorithm
- Solution: Explore the chosen algorithm
- Understanding cluster analysis
- How to prepare data for clustering
- How to run a k-means algorithm
- How to run a hierarchical clustering algorithm
- How to run a GMM clustering algorithm
- Evaluating cluster results
- Challenge: Clustering late payment customers
- Solution: Clustering late payment customers
- Next steps
Taught by
Megan Silvey
Related Courses
Cluster Analysis in Data MiningUniversity of Illinois at Urbana-Champaign via Coursera Explorez vos données avec des algorithmes non supervisés
CentraleSupélec via OpenClassrooms Clustering Geolocation Data Intelligently in Python
Coursera Project Network via Coursera Cluster Analysis using RCmdr
Coursera Project Network via Coursera Applied Machine Learning: Algorithms
LinkedIn Learning