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Complete Your First Project in R

سرفصل های دوره

Expand your knowledge and skillset with R in this course with data science consultant Megan Silvey. Megan presents a hands-on project using R to analyze sales data and work through a real-world scenario that focuses on performing data analysis for customers of an enterprise tech company. Get experience using data analysis and machine learning techniques, including classification and clustering, to analyze data that includes information about orders, sales employees, customers, products purchased, and customer payment statuses. Join Megan in this course to gain know-how and skills to take your data career to the next level.


01 - Introduction
  • 01 - Introduction to R
  • 02 - What you should know
  • 03 - RStudio

  • 02 - 1. Exploring Customer Data
  • 01 - Introducing Red30 Tech
  • 02 - Understanding Red30 Tech data
  • 03 - How to perform basic descriptive analysis
  • 04 - How to find top customers
  • 05 - How to better understand customers
  • 06 - How to analyze sales employees
  • 07 - How to determine the best product category
  • 08 - Challenge Customer longevity analysis
  • 09 - Solution Customer longevity analysis

  • 03 - 2. Classification Analysis
  • 01 - Understanding classification analysis
  • 02 - How to prepare data for classification
  • 03 - How to run a decision tree algorithm
  • 04 - How to run a random forest algorithm
  • 05 - How to run a support vector machine algorithm
  • 06 - Understanding summary metrics
  • 07 - How to decide which algorithm is best
  • 08 - How to improve the chosen algorithm
  • 09 - Challenge Explore the chosen algorithm
  • 10 - Solution Explore the chosen algorithm

  • 04 - 3. Cluster Analysis
  • 01 - Understanding cluster analysis
  • 02 - How to prepare data for clustering
  • 03 - How to run a k-means algorithm
  • 04 - How to run a hierarchical clustering algorithm
  • 05 - How to run a GMM clustering algorithm
  • 06 - Evaluating cluster results
  • 07 - Challenge Clustering late payment customers
  • 08 - Solution Clustering late payment customers

  • 05 - Conclusion
  • 01 - Next steps
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    تاریخ انتشار: ۱۶ خرداد ۱۴۰۳
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