
MLT-W1-1.5- Representation Learning 2
Created by Shiju P John ยท 10/26/2025
๐ Subject
Machine Learning
๐ Exam
IITM BS
๐ฃ Language
English
๐ฏ Mode
Practice
๐ Taken
3 times
No. of Questions
36
Availability
Free
๐ 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.
๐ท Tags
#Machine Learning#Linear Algebra#Data Representation#Dimensionality Reduction#PCA#Optimization#Reconstruction Error#Covariance Matrix#Eigenvalues#Eigenvectors