Harvard University - Fundamental Linear Algebra Concepts with Python 

Specialization Introduction

Course Introduction

Instrutor Introduction

Review of Linear Equations

Determinants

Find the Determinant of Any Matrix Using Python

Inverse of a 2 x 2 Matrix

Inverses of a 3 x 3 Matrix

Welcome to Fundamentals of Linear Algebra and Data Science Concepts with Python

Finding Determinants

Find the Inverse

Finding Inverses

Review of Matrix Arithmetic

Review Matrix Algebra in Python

Using Python to Find the Transpose of a Matrix

Using Python to Find the Inverse of a Matrix

Using Matrix Algebra in Python

Matrix Algebra Functions Using Python

Matrix Algebra Using Python

Row Reduction (Infinitely Many Solutions)

Row Reduction (No Solutions)

Finding Inverses of a Higher Dimension Matrices

Solving Systems Using the Inverse

Cramer's Rule

Using Row Reduction to Solve Linear Equations

Using the Inverse and Cramer's Rule

Solving Systems of Linear Equations

Linear Transformations

Examples of Linear Transformations

Matrix Representations of Transformations

Eigenvalues

Finding Eigenvalues

Eigenspace

Diagonalizable Matrix

Diagonalizable Matrices II

Diagonalization of a Matrix Using Python

Real World Examples

More Real World Examples - PCA Step by Step

Linear Transformations

Diagonalization of a Matrix Using Python

Eigenvalues and Eigenvectors