Linear Algebra Courses and Certifications

Linear Algebra

To illustrate the beauty and power of Linear Algebra.

• XuetangX
• Self-Paced
• Free Online Course

Linear Algebra with Applications

Master fundamental linear algebra concepts and their real-world applications, from solving linear equations to web search algorithms, population modeling, and computer image transformation.

• XuetangX
• Self-Paced
• Free Online Course

Linear Algebra for Machine Learning and Quantum Computing

Master linear algebra concepts—from vector spaces and SVD to PCA and quantum circuits—with applications in machine learning, data science, and quantum computing.

• Swayam
• Self-Paced
• Free Online Course

Linear Algebra Essentials

Discover fundamental Linear Algebra concepts including vectors, transformations, and matrices with practical applications in AI and neural networks.

• Udacity
• 9 hours
• Self-Paced
• Paid Course

Linear Algebra

Master essential linear algebra concepts from matrices and determinants to vector spaces and eigenvalues, building practical computational skills and theoretical understanding for solving complex mathematical problems.

• XuetangX
• Self-Paced
• Free Online Course

IISc Bangalore;  NPTEL

Linear Algebra

Comprehensive introduction to linear algebra, covering vectors, matrices, transformations, and advanced concepts. Suitable for undergraduates in mathematics, physics, engineering, and computer science.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

IIT Kanpur;  NPTEL

Applied Linear Algebra for Signal Processing, Data Analytics and Machine Learning

Explore linear algebra applications in signal processing, data analytics, and machine learning. Gain practical skills for diverse fields like wireless communication, robotics, and finance.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

College Mathematics Series Courses II ——Linear algebra & probability and statistics

Master essential mathematical concepts from linear algebra, data analysis, and probability theory for practical problem-solving and systematic mathematical training.

• XuetangX
• Self-Paced
• Free Online Course

Linear Algebra Refresher Course

Learn linear algebra by doing: you will code your own library of linear algebra functions!

• Udacity
• 7 hours
• Self-Paced
• Free Online Course

Linear Algebra - Full College Course

Learn Linear Algebra in this 20-hour college course. This course is taught by Dr. Jim Hefferon, a professor of mathematics at St Michael's College.

• freeCodeCamp
• 12 hours
• Self-Paced
• Free Video

Introduction to Linear Algebra: Wolfram U Interactive Course

Master linear algebra fundamentals through concise videos, interactive notebooks, and real-world applications. Covers linear equations, matrices, determinants, eigenvalues, and more, preparing you for advanced studies in data science and engineering.

• Wolfram U
• 4 hours
• Self-Paced
• Free Certificate

Linear Algebra for Machine Learning and Generative AI

Comprehensive introduction to linear algebra for machine learning and AI, covering vectors, matrices, and linear systems with practical applications and real-world examples.

• freeCodeCamp
• 6 hours 5 minutes
• Self-Paced
• Free Video

Linear Algebra for Machine Learning

Master the mathematical foundations of linear algebra essential for machine learning, from vector spaces and matrices to determinants and orthogonality, with practical applications for AI development.

• freeCodeCamp
• 10 hours 49 minutes
• Self-Paced
• Free Video

MIT - A 2020 Vision of Linear Algebra, Spring 2020

3 ratings

Professor Strang presents a fresh approach to linear algebra, focusing on matrices. This concise series covers key concepts like column space, orthogonality, eigenvalues, and solving linear systems.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Differential Equations for Engineers

386 ratings

This course is about differential equations and covers material that all engineers should know. Both basic theory and applications are taught.

• Coursera
• 1 day 2 hours 47 minutes
• Self-Paced
• Paid Course