intermediateFree
Linear Algebra
by Gilbert Strang · MIT OpenCourseWare
4.9(5,200 reviews)
500K+ enrolled14 weeksUpdated 2023-06
What You'll Learn
Understand the fundamentals and key concepts of linear algebra
Apply linear algebra techniques to solve real-world problems
Understand the fundamentals and key concepts of eigenvalues
Apply eigenvalues techniques to solve real-world problems
Understand the fundamentals and key concepts of SVD
Apply SVD techniques to solve real-world problems
About This Course
MIT's classic linear algebra course covering vector spaces, matrix operations, eigenvalues, and SVD — essential math for ML.
Curriculum
Module 1: Linear algebra & Eigenvalues6 lessons
- Introduction to linear algebra
- Linear algebra in Practice
- Hands-on Exercise: Linear algebra
- Introduction to eigenvalues
- Eigenvalues in Practice
- Hands-on Exercise: Eigenvalues
Module 2: SVD & Matrix factorization6 lessons
- Introduction to SVD
- SVD in Practice
- Hands-on Exercise: SVD
- Introduction to matrix factorization
- Matrix factorization in Practice
- Hands-on Exercise: Matrix factorization
Module 3: Mathematics3 lessons
- Introduction to mathematics
- Mathematics in Practice
- Hands-on Exercise: Mathematics
Instructor
Gilbert Strang
Instructor at MIT OpenCourseWare
Pros & Cons
Pros
- Highly rated by students
- Completely free to access
- High-quality video lectures
- Taught by Gilbert Strang
Cons
- No certificate provided
- Self-paced requires discipline
Free
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