What Is Singular Value Decomposition (SVD)? Singular Value Decomposition (SVD) is one of the most powerful ideas in linear algebra and machine learning. It takes any matrix and breaks it into three simple parts: $$A = U , \Sigma , V^\top$$Think of it...