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Repository for undergraduate machine learning course

  • Lecture slides are here

  • Data files are in a separate repo, which is added as a submodule in data folder. To clone including the submodule, run

    git clone --recurse-submodules https://github.com/ssuai/machine_learning.git
    

Notebooks

Lab 2. Linear regression (Ch. 3):

Lab 3. Classification (Ch. 4)

Lab 4. Resampling methods (Ch. 5)

Lab 5. Model selection (Ch. 6):

Lab 6. Unsupervised learning (Ch. 12):

Lab 7. SVM (Ch. 9)

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Repo for undergraduate machine learning course

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