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MA722 Foundations of Machine Learning Algorithms

Course Plan

Lecture Notes

• L-01 Linear Algebra (Part-1)
• L-02 Probability (Part-1)
• L-03 Linear Algebra (Part-2)
• L-04 Probability (Part-2)

Lab Problems

• LP-01 Basic Operations in Linear Algebra and Plotting Graphs

  Solutions

• LP-02 Linear Independence, Span, RREF and System of Linear Equations

  Solutions

• LP-03 LU, LDU, Linear Regression, Multiple Linear Regression and Pseudo-Inverse

  Solutions

• LP-04 Linear Regression, Multiple Linear Regression Using Least Squares

  Solutions

• LP-05 Gaussian Naive Bayes

  Solutions

• LP-06 Entropy and Decision Tree

  Solutions

• LP-07 K-means Clustering and KNN

  Solutions

Assignment Problems

• AP-01 Lab Assignment

  Solutions

Sample Lab Question Papers

• QP-01 Sample Lab Question Paper - 1

  Solutions

• QP-02 Sample Lab Question Paper - 2

  Solutions

• QP-03 Sample Lab Question Paper - 3

  Solutions