├── .github └── workflows │ └── main.yml ├── .gitignore ├── LICENSE ├── README.md ├── graded assignments ├── img │ ├── sample-images-svd │ │ ├── cat.jpeg │ │ └── dog.jpeg │ ├── svd-compression.png │ └── svd-full.png ├── msai24-final-exam.pdf ├── msai24-graded-assignment-01.pdf ├── msai24-graded-assignment-03.pdf └── msai24-graded-assignment-04.pdf ├── lecture notes ├── lecture01-euclidian-spaces.pdf ├── lecture02-vector-spaces.pdf ├── lecture03-matrices-linear-transforms.pdf ├── lecture04-eigenvectors-decompositions.pdf ├── lecture05-svd.pdf └── lecture06-univariate-functions-derivatives.pdf ├── poetry.lock ├── practical sessions ├── practical-session-01-intro.pdf ├── practical-session-02.pdf ├── practical-session-03.pdf ├── practical-session-08.pdf ├── practical-session-10.pdf ├── practical-session-11.pdf ├── practical-sessions-04-05.pdf ├── session-02-notes.jpg ├── session-03-notes.jpg ├── session-04-notes.jpg ├── session-06-notes.jpg ├── session-07-notes.jpg ├── session-09-notes.jpg 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