Linear algebra
Linear algebra is essential in machine learning for representing data as vectors and matrices. It helps perform operations like matrix multiplication, which is key in algorithms like linear regression, neural networks, and PCA. Understanding linear algebra allows better handling of data transformations and optimizations in machine learning models.