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Data Analysis With Python - Summer 2021

An MOOC offered by the University of Helsinki

The course is based on Jake VanderPlas' renowned book, Python Data Science Handbook: Essential Tools for Working with Data

https://jakevdp.github.io/PythonDataScienceHandbook/

Topics covered:

  • Programming in Python
  • Numpy
  • Pandas
  • Matplotlib
  • Machine learning with scikit-learn, including
    • Linear regression
    • Gaussian and Multinomial naive Bayes classification
    • KMeans, DBScan and Agglomerative clusering
    • Principal Component Analysis