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Subjects
Mathematics
Algebra
Linear Algebra

Free Online

Linear Algebra Courses and Certifications

Master matrix operations, eigenvalues, and vector spaces essential for machine learning, engineering, and data science applications. Learn from top universities like MIT, Harvard, and Georgia Tech on edX and Coursera, progressing from linear equations to advanced topics like SVD and orthogonality.

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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 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
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
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
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
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
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
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
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
NPTEL; IISc Bangalore
Advanced Matrix Theory and Linear Algebra for Engineers
1 rating

Comprehensive exploration of advanced linear algebra concepts for engineers, covering vector spaces, transformations, orthogonality, diagonalization, and singular value decomposition.
- YouTube
- 1 day 14 hours
- Self-Paced
- Free Video
NPTEL; IIT Bombay
Basic Linear Algebra

Linear Algebra is a basic course for students intended to go for Engineering studies and higher studies in Mathematics. We will cover the basic tools needed in these branches.
- YouTube
- 16 hours
- Self-Paced
- Free Video
Khan Academy
Changing Coordinate Systems to Help Find a Transformation Matrix - Linear Algebra - Khan Academy

Learn to change coordinate systems to find transformation matrices in standard coordinates, enhancing your understanding of linear algebra concepts and their practical applications.
- YouTube
- 29 minutes
- Self-Paced
- Free Video

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