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MLT-W1-1.5- Representation Learning 2

Created by Shiju P John ยท 10/26/2025

๐Ÿ“š Subject

Machine Learning

๐ŸŽ“ Exam

IITM BS

๐Ÿ—ฃ Language

English

๐ŸŽฏ Mode

Practice

๐Ÿš€ Taken

3 times

Verified:

No. of Questions

36

Availability

Free


๐Ÿ“„ Description

This quiz assesses your understanding of fundamental concepts in data representation and dimensionality reduction, as described in the provided content. It covers the motivation for finding optimal data representations, the mathematical derivation of the objective function for minimizing reconstruction error, and its solution via eigenvalue decomposition of the covariance matrix. Questions range from conceptual understanding of 'proxies' and 'compression' to detailed steps of algebraic manipulation and the significance of various mathematical terms.

๐Ÿท Tags

#Machine Learning#Linear Algebra#Data Representation#Dimensionality Reduction#PCA#Optimization#Reconstruction Error#Covariance Matrix#Eigenvalues#Eigenvectors

๐Ÿ”— Resource

the provided text content on data representation

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