Linear Algebra for Data Science & Machine Learning A-Z 2025

DO YOU WANT TO LEARN LINEAR ALGEBRA IN AN EASY WAY. Great. With 22+ hours of content and 200+ video lessons, this course covers everything in Linear Algebra, from start till the end.

Every concept is explained in simple language, and Quizzes and Assignments (with solutions. ) help you test your concepts as you proceed. Whether you're a student, or a professional or a Math enthusiast, this course walks you through the core concepts of Linear Algebra in an easy and fun way.

HERE IS WHAT YOU WILL LEARN:· Fundamentals of Linear Algebra and how to ace your Linear Algebra exam· Basics of matrices, including notation, dimensions, types, addressing the entries etc. · Operations on a single matrix, e. g.

scalar multiplication, transpose, determinant, adjoint etc. · Operations on two matrices, including addition, subtraction and multiplication· Performing elementary row operations and finding Echelon Forms (REF & RREF)· Inverses, including invertible and singular matrices, and the Cofactor method· Solving systems of equations using matrices & inverse matrices, including Cramer's rule to solve AX = B· Performing Gauss-Jordan elimination· Properties of determinants and how to utilize them to gain insights· Matrices as vectors, including vector addition and subtraction, Head-to-Tail rule, components, magnitude and midpoint of a vector· Linear combinations of vectors and span· Vector spaces, including dimensions, Euclidean spaces, closure properties and axioms· Subspace and Null-space of a matrix, matrix-vector products· Spanning set for a vector space and linear dependence· Basis and standard basis, and checking if a set of given vectors forms the basis for a vector space· Eigenvalues and Eigenvectors, including how to find Eigenvalues and the corresponding Eigenvectors· Basic algebra concepts (as a BONUS)· And so much more…. HERE IS WHAT YOU GET IN THE COURSE:Video Lessons: Watch over my shoulder as I explain all the Linear Algebra concepts in a simple and easy to understand language.