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.
Briefly, the assignments were as follows:
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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