Skip to main content
Graph
Search
fr
en
Login
Search
All
Categories
Concepts
Courses
Lectures
MOOCs
People
Quizes
Exercises
Publications
Startups
Units
Show all results for
Home
Lecture
Latent Factor Analysis: Movie Genre Classification
Graph Chatbot
Related lectures (33)
Singular Value Decomposition
Explores Singular Value Decomposition and its role in unsupervised learning and dimensionality reduction, emphasizing its properties and applications.
QR Factorization: Least Squares System Resolution
MOOC: Linear Algebra (Part 3)
Covers the QR factorization method applied to solving a system of linear equations in the least squares sense.
Singular Value Decomposition
Explores Singular Value Decomposition, low-rank approximation, fundamental subspaces, and matrix norms.
SVD: Singular Value Decomposition
Covers the concept of Singular Value Decomposition (SVD) for compressing information in matrices and images.
Matrix Decompositions: LU, Cholesky, QR, Eigendecomposition
Explores matrix decompositions for solving linear systems and simulating dynamics.
Singular Value Decomposition: Example
MOOC: Linear Algebra (Part 3)
Explains the step-by-step process of finding the singular value decomposition of a matrix.
Singular Value Decomposition: Image Compression and Applications
Covers Singular Value Decomposition, focusing on its application in image compression and data representation.
Construction of an Iterative Method
Covers the construction of an iterative method for linear systems by decomposing a matrix A into P, T, and P_A.
Jordan Normal Form: Theory and Applications
Explores the Jordan normal form and its applications in linear algebra, focusing on diagonalization and cyclic bases.
Orthogonal Projections and Reflections
Covers the analytical expression of orthogonal projections and reflections in 2D space.
Spectral Clustering: Theory and Applications
Explores spectral clustering theory, eigenvalue decomposition, Laplacian matrix, and practical applications in identifying clusters.
Diagonalization Techniques: Jacobi Method
Covers the Jacobi method, Givens rotation, QR decomposition, and diagonalization techniques in computational physics.
QR Factorization: Orthogonal Bases
MOOC: Linear Algebra (Part 3)
Covers the QR factorization of a matrix A into Q and R.
Linear Systems Resolution
MOOC: Linear Algebra (Part 1)
Explores LU decomposition for solving linear systems and the associativity of operations.
Eigenvalues and Eigenvectors Decomposition
Log in to Mediaspace to watch this video
Covers the decomposition of a matrix into its eigenvalues and eigenvectors, the orthogonality of eigenvectors, and the normalization of vectors.
Singular Value Decomposition: Orthogonal Vectors and Matrix Decomposition
Log in to Mediaspace to watch this video
Explains Singular Value Decomposition, focusing on orthogonal vectors and matrix decomposition.
Cholesky Factorization: Theory and Algorithm
Log in to Mediaspace to watch this video
Explores the Cholesky factorization method for symmetric positive definite matrices.
Spectral Decomposition
Log in to Mediaspace to watch this video
Explores spectral and singular value decompositions of matrices.
Singular Value Decomposition
Log in to Mediaspace to watch this video
Covers the Singular Value Decomposition (SVD) of a matrix and its applications.
Construction of an Iterative Method
Log in to Mediaspace to watch this video
Covers the construction of an iterative method for linear systems, emphasizing matrix decomposition and convexity.
Previous
Page 1 of 2
Next