Linear Discriminant Analysis in R - English

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Outline:
Linear Discriminant Analysis (LDA).
Applications of LDA.
Assumptions of LDA.
Limitations of LDA.
Implementation of LDA on Raisin Dataset.
Understanding outputs of the LDA output.
Cross validation using train-test split.
Accuracy/Confusion matrix.
Visualization of confusion matrix.
Visualization of LDA separator in 2D data.
Width:1044 Height:784
Duration:00:14:25 Size:11.5 MB

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Pre-requisite

Introduction to Machine Learning in R

  Assignment

Code files

  • Codefiles-LDA/
  • Codefiles-LDA/LDA.R
  • Codefiles-LDA/Raisin.xlsx

Script

Slides

  • Slides-LDA/
  • Slides-LDA/st-logo-new.png
  • Slides-LDA/fossee-logo.png
  • Slides-LDA/LDA.tex
  • Slides-LDA/LDA.pdf

  Additional reading material