AI-Homeworks

My assignments for homework for the Computational Data Mining course at Amirkabir University of Technology taught by Dr. Fatemeh Shakeri.

A total of 10 homework were given in this course. Each assignment has a different topic, and I tried to solve all of them, and I hope you find them useful.

Summary

Briefly, the assignments were as follows:

• Homework 1: Comparison of different RGB to Gray scaler converters

• Homework 2: MNIST Digit Recognition Using Average of Images

• Homework 3: Denoising RGB Images Using SVD

• Homework 4: MNIST Digit Recognition Using Least Squares Problem

• Bonus Homework: Implementation and Performance Analysis of KMeans

• Homework 5: NMF vs. KMeans

• Homework 6: Implementation and Performance Analysis of Page Rank Algorithm

• Homework 7: MDS & ISOMap for Dimensionality Reduction of Facial Images

• Homework 8: Face Recognition Using Higher Order SVD (Tensorface Algorithm)

• Homework 9: Extraction of Keywords and Important Sentences from a Text