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Machine Learning Algorithms

Broad exploration of machine learning models and approaches using Python and Scikit-learn.

Topics

  • Regression
  • Binary classification
  • Multiclass classification
  • Machine learning methods
  • Model evaluation
  • Parameter search
  • Feature selection
  • Loss functions/metrics
  • Non-parametrics models
  • Parametric models
  • Data pre-processing

Technologies

  • Python
  • Scikit-learn
  • Pandas
  • Numpy