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Implemented various machine learning algorithms from scratch.

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Machine-Learning

A1

Implemented

  • Linear Regression
  • Logistic Regression(Newton Method)
  • Logistic Regression
  • Gaussian Discriminant Analysis

See report: Download PDF.

A2

Implemented

  • Naive Bayes
  • SVM

See report: Download PDF.

A3

Implemented

  • Decision Tree, Random Forest
  • SVM
  • Neural Network

See report (Decision Tree, Random Forest, SVM): Download PDF.

See report (Neural Metwork): Download PDF.