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UOC - Machine Learning (M2.991) - PAC2

Clustering and Dimensionality Reduction assignment from the Machine Learning course (M2.991), part of the Master's in Data Science at UOC.

Contents

  • notebooks/M2.991_20252_PAC2_Enunciat.ipynb: Original assignment
  • notebooks/M2.991_20252_PAC2_Solution.ipynb: Solution
  • env_m2_891_20252_pec2 .yml: Conda environment file

Setup

  1. Create the conda environment:

    conda env create -f "env_m2_891_20252_pec2 .yml"
  2. Activate the environment:

    conda activate env_m2_891_20252_pec2
  3. Run the notebook:

    jupyter notebook notebooks/M2.991_20252_PAC2_Enunciat.ipynb

Topics

  • K-Means, DBSCAN, Hierarchical Clustering
  • PCA, t-SNE, UMAP
  • Image clustering and outlier detection

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UOC Master Data Science - Machine Learning (M2.991) - PAC2: Clustering & Dimensionality Reduction

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