├── .gitignore ├── README.md ├── exams ├── exam2018.pdf ├── exam2018solutions.pdf ├── exam2019.pdf ├── exam2019solutions.pdf ├── exam2020.pdf ├── exam2020solutions.pdf ├── exam2021.pdf ├── exam2021solutions.pdf ├── exam2022.pdf ├── exam2022solutions.pdf ├── exam2023.pdf ├── exam2023solutions.pdf ├── exam2024.pdf ├── exam2024solutions.pdf └── exam2025solutions.pdf ├── labs ├── ex00 │ ├── exercise00.pdf │ ├── npprimer.ipynb │ └── python_setup_tutorial.md ├── ex01 │ ├── exercise01.pdf │ └── solutions01.pdf ├── ex02 │ ├── exercise02.pdf │ ├── solution │ │ ├── Concrete_Data.csv │ │ ├── Lab 2 - Gradient Descent.ipynb │ │ ├── grid_search.py │ │ ├── height_weight_genders.csv │ │ ├── helpers.py │ │ └── plots.py │ ├── solutions02.pdf │ └── template │ │ ├── Concrete_Data.csv │ │ ├── Lab 2 - Gradient Descent.ipynb │ │ ├── grid_search.py │ │ ├── height_weight_genders.csv │ │ ├── helpers.py │ │ └── plots.py ├── ex03 │ ├── exercise03.pdf │ ├── solution │ │ └── notebook.ipynb │ ├── solution03.pdf │ └── template │ │ └── notebook.ipynb ├── ex04 │ ├── exercise04.pdf │ ├── solution │ │ ├── Lab 4 - Random Walks.ipynb │ │ ├── helpers.py │ │ ├── solution_lab04.ipynb │ │ └── torus_topology.png │ ├── solution04.pdf │ └── template │ │ ├── Lab 4 - Random Walks--alternative.ipynb │ │ ├── helpers.py │ │ ├── notebook_lab04.ipynb │ │ └── torus_topology.png ├── ex05 │ ├── exercise05.pdf │ ├── solution │ │ ├── Concrete_Data.csv │ │ ├── Lab 5 - Stochastic Gradient Descent.ipynb │ │ ├── gradient_descent.py │ │ ├── grid_search.py │ │ ├── height_weight_genders.csv │ │ ├── helpers.py │ │ └── plots.py │ ├── solution05.pdf │ └── template │ │ ├── Concrete_Data.csv │ │ ├── Lab 5 - Stochastic Gradient Descent.ipynb │ │ ├── gradient_descent.py │ │ ├── grid_search.py │ │ ├── height_weight_genders.csv │ │ ├── helpers.py │ │ └── plots.py ├── ex06 │ ├── exercise06.pdf │ ├── solution │ │ ├── Lab 6.ipynb │ │ ├── accelerated_mixing.ipynb │ │ ├── helper.py │ │ └── mixing_helpers.py │ ├── solution06.pdf │ └── template │ │ ├── Lab_6.ipynb │ │ └── helper.py ├── ex07 │ ├── exercise07.pdf │ ├── solution │ │ └── Lab 7 - Fixed Point with Newton.ipynb │ ├── solution07.pdf │ └── template │ │ └── Lab 7 - Fixed Point with Newton.ipynb ├── ex08 │ ├── exercise08.pdf │ ├── solution │ │ ├── Coordinate_descent.ipynb │ │ ├── data │ │ │ └── w1a │ │ └── solution-svm-derivation.pdf │ ├── solution08.pdf │ └── template │ │ ├── Lab_8.ipynb │ │ └── data │ │ └── w1a ├── ex09 │ ├── exercise09.pdf │ ├── solution │ │ ├── dataset_generation_NOT_NECESSARY_FOR_STUDENTS │ │ │ ├── generate_csv.py │ │ │ └── movielens100k.mat │ │ ├── ex09-MatrixCompletion.ipynb │ │ ├── helpers.py │ │ ├── movielens100k.csv │ │ ├── optimizers.py │ │ ├── plots.py │ │ ├── stat_ratings.png │ │ └── train_test.png │ ├── solution09.pdf │ └── template │ │ ├── ex09-MatrixCompletion.ipynb │ │ ├── helpers.py │ │ ├── movielens100k.csv │ │ ├── optimizers.py │ │ └── plots.py ├── ex10 │ ├── exercise10.pdf │ └── solution10.pdf └── mini-project │ ├── 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