NTU-PS0002-AY2021-MLProject

This repository stores all datasets and the relevant R code file for the NTU PS0002 DSAI Project (Academic Year 2020-2021 Sem 2).

Contact email address: P190001@e.ntu.edu.sg

R Packages used and their versions:

  • caret (ver 6.0-86)
  • corrplot (ver 0.86)
  • datarium (ver 0.1.0)
  • dplyr (ver 1.0.2)
  • e1071 (ver 1.7-6)
  • factoextra (ver 1.0.7)
  • ggplot2 (ver 3.3.3)
  • gridExtra (ver 2.3)
  • nnet (ver 7.3-15)
  • psych (ver 2.0.12)

Tasks involved: Classification and Regression.

  1. Classification: Multiclass logistic regression and SVMs (linear, radial, and sigmoid kernels)
  2. Regression: kNN, Linear Regression, and Random Forests