Essence of Linear Algebra
Introductory Mathematics by Cheetahs. 14 lectures, 2.4 hours. Covers: visual intuition linear transformations matrices determinant eigenvectors.
Lectures
- Vectors | Chapter 1, Essence of linear algebra · 10 min
- Linear combinations, span, and basis vectors | Chapter 2, Essence of linear algebra · 10 min
- Linear transformations and matrices | Chapter 3, Essence of linear algebra · 11 min
- Matrix multiplication as composition | Chapter 4, Essence of linear algebra · 10 min
- Three-dimensional linear transformations | Chapter 5, Essence of linear algebra · 5 min
- The determinant | Chapter 6, Essence of linear algebra · 10 min
- Inverse matrices, column space and null space | Chapter 7, Essence of linear algebra · 12 min
- Nonsquare matrices as transformations between dimensions | Chapter 8, Essence of linear algebra · 4 min
- Dot products and duality | Chapter 9, Essence of linear algebra · 14 min
- Cross products | Chapter 10, Essence of linear algebra · 9 min
- Cross products in the light of linear transformations | Chapter 11, Essence of linear algebra · 13 min
- Cramer's rule, explained geometrically | Chapter 12, Essence of linear algebra · 12 min
- Change of basis | Chapter 13, Essence of linear algebra · 13 min
- A quick trick for computing eigenvalues | Chapter 15, Essence of linear algebra · 13 min
Quick explainers
- Essence of linear algebra preview · 5 min
- ALL of linear algebra in 7 minutes. · 7 min
- All Of Linear Algebra Explained In 10 Minutes · 10 min
- Everything About Linear Algebra in 10 minutes · 10 min
- Gilbert Strang: Linear Algebra vs Calculus · 2 min
- Dear linear algebra students, This is what matrices (and matrix manipulation) really look like · 16 min
- Introduction to Linear Algebra: Systems of Linear Equations · 11 min
- The Big Picture of Linear Algebra · 16 min
- How Linear Algebra Powers Machine Learning (ML) · 11 min
- Abstract vector spaces | Chapter 16, Essence of linear algebra · 17 min