Ebrahim MousaviLinear Algebra for AI: Part 7 — Eigen DecompositionDecompositions based on eigenvalues and related concepts (Part 1)Sep 19
Renda ZhangMatrix Decomposition Series: 6 — Low-Rank Matrix FactorizationBefore we delve into the topic of Low-Rank Matrix Factorization, let’s briefly recap the journey of our Matrix Factorization series so far…Jan 15
Mridul RaoMatrix Decomposition — SVDContinuing our series on Matrix Decomposition, in this post, we will explore Singular Value Decomposition (SVD). SVD is one of the most…Sep 16Sep 16
Renda ZhangMatrix Decomposition Series: 8 — The Principles and Methods of FactorizationMatrix decomposition, a cornerstone in linear algebra and data science, plays a pivotal role across various fields. From machine learning…Jan 16Jan 16
Mridul RaoMatrix Decomposition Experiment — EigenDecompositionIn this series on matrix decomposition, we’ll explore why breaking down matrices is such a powerful tool in fields like Deep Learning…Sep 10Sep 10
Ebrahim MousaviLinear Algebra for AI: Part 7 — Eigen DecompositionDecompositions based on eigenvalues and related concepts (Part 1)Sep 19
Renda ZhangMatrix Decomposition Series: 6 — Low-Rank Matrix FactorizationBefore we delve into the topic of Low-Rank Matrix Factorization, let’s briefly recap the journey of our Matrix Factorization series so far…Jan 15
Mridul RaoMatrix Decomposition — SVDContinuing our series on Matrix Decomposition, in this post, we will explore Singular Value Decomposition (SVD). SVD is one of the most…Sep 16
Renda ZhangMatrix Decomposition Series: 8 — The Principles and Methods of FactorizationMatrix decomposition, a cornerstone in linear algebra and data science, plays a pivotal role across various fields. From machine learning…Jan 16
Mridul RaoMatrix Decomposition Experiment — EigenDecompositionIn this series on matrix decomposition, we’ll explore why breaking down matrices is such a powerful tool in fields like Deep Learning…Sep 10
Renda ZhangMatrix Decomposition Series: 1 — Fundamentals of Matrices and the Concept of Matrix FactorizationIn the realms of modern science and engineering, matrix decomposition, or matrix factorization, plays an indispensable role. This…Jan 14
Renda ZhangWhich Matrices Can Be Decomposed? Exploring the Limits and Possibilities of Matrix DecompositionMatrix decomposition, a concept both mystical and utilitarian within the realm of mathematics, offers us an efficient pathway to tackle…Feb 15
Renda ZhangMatrix Decomposition Series: 9 — The Application of Regularization in Matrix FactorizationIn the concluding installment of our series on matrix factorization, we turn our focus to a critical concept: regularization and its…Jan 17