willmaticona/datamining_and_machinelearning

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