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Data Mining and Machine Learning - University of Lausanne

This repository includes content for the "Data Mining and Machine Learning" class by Prof. Vlachos

  • Week 1: Introduction to Python Notebooks and Google Colab
  • Week 2: Python and Pandas
  • Week 3: Pandas and Exploratory Data Analysis
  • Week 4: Linear Regression
  • Week 5: Classification 1 (Logistic Regression, Evaluation, Accuracy)
  • Week 6: Text Analytics
  • Week 7: Text Embeddings & Introduction to Git
  • Week 8: Classification 2 (kNN, Decision Trees)
  • Week 9: Clustering
  • Week 10: Dimensionality Reduction
  • Week 11: Recommender Systems

Data to explore

https://github.com/fivethirtyeight/data

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  • Jupyter Notebook 100.0%