Dimensionality Reduction
Goal: In this module you will learn about impact of dimensions within data. You will be taught to perform factor analysis using PCA and compress dimensions. Also, you will be developing LDA model.
Objective: At the end of this module, you should be able to:
• Define the importance of Dimensions
• Explore PCA and its implementation
• Discuss LDA and its implementation
Topics:
• Introduction to Dimensionality
• Why Dimensionality Reduction
• PCA
• Factor Analysis
• Scaling dimensional model
• LDA
Hands On:
• PCA
• Scaling