Linear Algebra Courses and Certifications

Simons Institute

Practical Matrix Multiplication

Explore the gap between theoretical sub-cubic matrix multiplication algorithms and practical implementations used in scientific computing and AI hardware accelerators.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Math with Professor V

Finally Understand Vector, Scalar, and Orthogonal Projections - Conceptually

Grasp vector, scalar, and orthogonal projections through geometric intuition rather than memorizing formulas, building from vector components to distance problems.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Wolfram

What's New in Matrix Algebra Functionality

Discover new matrix and linear algebra features in Wolfram Version 14.3 and preview upcoming enhancements planned for Version 15.0 in 2026.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Society for Industrial and Applied Mathematics

Matrix Equations and Model Reduction - Lecture 5

Explore matrix equations and model reduction techniques, focusing on Riccati equations, linear matrix equations, and solution methods for sparse matrices in this advanced mathematics lecture.

• YouTube
• 1 hour 52 minutes
• On-Demand
• Free Video

Society for Industrial and Applied Mathematics

Functions of Matrices - Lecture 5

Explore matrix functions with Nick Higham, covering algorithms, analysis, nonnormality bounds, and practical coding experiments for advanced mathematical understanding.

• YouTube
• 1 hour 44 minutes
• On-Demand
• Free Video

線形代数の理論とPythonによる実践

593 ratings at Udemy

機械学習や統計解析の理論としての前提である線形代数を分かりやすく，かつ本格的に解説します． 理論だけでなくPythonによる実践方法についても学習できます．データサイエンスを目指す人には必須のカリキュラムです．

• Udemy
• 21 hours 2 minutes
• On-Demand
• Paid Course

Curso completo de álgebra lineal de cero a experto

565 ratings at Udemy

Aprende las bases para aplicar el álgebra lineal a la Estadística, al Machine Learning y la Inteligencia Artificial

• Udemy
• 1 day 17 hours 27 minutes
• On-Demand
• Paid Course

Eddie Woo

Basic Linear Relationships

Explore coordinates, plotting, transformations, and linear functions on the Cartesian plane. Master key concepts in coordinate geometry and graph analysis.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

statisticsmatt

Brief Series on Eigenvalue Inequalities

Explore key eigenvalue inequalities for symmetric matrices, including Courant-Fischer, Weyl's, Gershgorin Circle, and Brauer's oval theorems, with applications to correlation matrices.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Lamee Storage

Matrices

Explore matrix operations and applications, from solving systems of equations to matrix multiplication and division, using a TI-84+ calculator.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Linear Transformations

Explora transformaciones lineales, independencia lineal, teoremas clave y aplicaciones prácticas en álgebra lineal.

• YouTube
• 7 hours
• On-Demand
• Free Video

The Finite Element Method for Problems in Physics

5 reviews

Comprehensive introduction to finite element methods for physics and engineering, covering mathematical foundations and practical coding implementation using open-source tools for various PDEs and physical phenomena.

• Coursera
• 62 hours
• On-Demand
• Paid Course

Microcredential

Introduction to Self-Driving Cars

394 ratings at Udacity

Learn the fundamentals of self-driving car technology, including probability, C++, machine learning, and linear algebra. Gain hands-on experience in vehicle motion, computer vision, and data structures.

• Udacity
• 74 hours
• On-Demand
• Paid Course

NPTEL-NOC IITM

Basics of Linear Algebra - Linear Independence

Explore linear independence, vector spaces, and basis concepts in linear algebra. Gain foundational knowledge for advanced mathematical applications.

• YouTube
• 38 minutes
• On-Demand
• Free Video

CppCon

Linear Algebra Coming to Standard C++ - std::linalg

Explore std::linalg, a new C++ library for efficient linear algebra computations using modern C++ idioms. Learn its benefits, implementation, and potential impact on C++ development.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video