Essential linear algebra for computer programming (with Python code)

This video demonstrates the basic concepts of linear algebra that are useful in computer programming. It illustrates linear algebra with the use of Python code.

We will cover vectors addition and scalar multiplication. The scalar product is also introduced.

Then we will cover matrix addition and subtraction, scalar multiplication and matrix multiplication. Orthogonal matrices are also introduced.

We will see how to find the eigenvalues and eigenvectors of a matrix.

Finally, linear transformations such as scaling and rotation will be introduced.

1:01 - Vectors: addition, subtraction, scalar multiplication
7:28 - Matrices: addition, subtraction, scalar multiplication, matrix multiplication, orthogonality
21:58 - Eigenvalues and eigenvectors
27:37 - Linear transformations: scaling, rotation

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