Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

CodeSignal

Linear Landscapes of Dimensionality Reduction

via CodeSignal

Go to class Write review

Overview

Unlock the secrets of Linear Discriminant Analysis (LDA) to improve your data's feature selection and enhance model accuracy through hands-on R exercises.

Syllabus

  • Unit 1: Linear Discriminant Analysis
    • Exploring Iris Flower Patterns with Linear Discriminant Analysis
    • Alter Dimensionality in Linear Discriminant Analysis
    • Implementing Linear Discriminant Analysis Transformation
    • LDA Transformations and Data Projection
  • Unit 2: Linear Discriminant Analysis
    • LDA Analysis of Iris Dataset for Species Classification
    • Dimensionality Reduction and Visualization with LDA in R
    • Dimensionality Reduction with Linear Discriminant Analysis
    • Linear Discriminant Analysis from Scratch on Iris Dataset
  • Unit 3: PCA and LDA Comparison
    • Dimensionality Reduction Techniques for Iris Dataset Classification
    • LDA Transformation and Logistic Regression Classifier Implementation
    • Comparative Analysis of Classifier Accuracy Using LDA and PCA on Iris Dataset

Reviews

Start your review of Linear Landscapes of Dimensionality Reduction

Go to class

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.