Singular Value Decomposition
Description
In this Singular Value Decomposition course, you will learn a variety of matrix factorization and hybrid machine learning techniques for recommender systems.
Starting with basic matrix factorization, you will understand both the intuition and the practical details of building recommender systems based on reducing the dimensionality of the user-product preference space.
Then you will learn about techniques that combine the strengths of different algorithms into powerful hybrid recommenders.
What Will I Learn?
- Learn everything about Singular Value Decomposition
Topics for this course
43 Lessons
Singular Value Decomposition
Singular Value Decomposition (SVD): Overview00:00:00
Singular Value Decomposition (SVD): Mathematical Overview00:00:00
Singular Value Decomposition (SVD): Matrix Approximation00:00:00
Singular Value Decomposition (SVD): Dominant Correlations00:00:00
SVD: Image Compression [Matlab]00:00:00
SVD: Image Compression [Python]00:00:00
The Frobenius Norm for Matrices00:00:00
SVD Method of Snapshots00:00:00
Matrix Completion and the Netflix Prize00:00:00
Unitary Transformations00:00:00
Unitary Transformations and the SVD [Matlab]00:00:00
Unitary Transformations and the SVD [Python]00:00:00
Linear Systems of Equations, Least Squares Regression, Pseudoinverse00:00:00
Least Squares Regression and the SVD00:00:00
Linear Systems of Equations00:00:00
Linear Regression00:00:00
Linear Regression 1 [Matlab]00:00:00
Linear Regression 2 [Matlab]00:00:00
Linear Regression 1 [Python]00:00:00
Linear Regression 2 [Python]00:00:00
Linear Regression 3 [Python]00:00:00
Principal Component Analysis (PCA)00:00:00
Principal Component Analysis (PCA) [Matlab]00:00:00
Principal Component Analysis (PCA) 1 [Python]00:00:00
Principal Component Analysis (PCA) 2 [Python]00:00:00
SVD: Eigenfaces 1 [Matlab]00:00:00
SVD: Eigenfaces 2 [Matlab]00:00:00
SVD: Eigenfaces 3 [Matlab]00:00:00
SVD: Eigenfaces 4 [Matlab]00:00:00
SVD: Eigen Action Heros [Matlab]00:00:00
SVD: Eigenfaces 1 [Python]00:00:00
SVD: Eigenfaces 2 [Python]00:00:00
SVD: Eigenfaces 3 [Python]00:00:00
SVD and Optimal Truncation00:00:00
SVD: Optimal Truncation [Matlab]00:00:00
SVD: Optimal Truncation [Python]00:00:00
SVD and Alignment: A Cautionary Tale00:00:00
SVD: Importance of Alignment [Python]00:00:00
SVD: Importance of Alignment [Matlab]00:00:00
Randomized Singular Value Decomposition (SVD)00:00:00
Randomized SVD: Power Iterations and Oversampling00:00:00
Randomized SVD Code [Matlab]00:00:00
Randomized SVD Code [Python]00:00:00
Free
Enrolment validity: Lifetime
Requirements
- Non