Tutorial - SciKit Learn - machine learning in Python

Description

Dr Heitor Murilo Gomes

  • Overview

    • Python library
    • Built on NumPy, SciPy, and Matplotlib
    • Open source, commercially usable - BSD license
    • Platform to build new research methods
  • Topics

    • Machine Learning

      • Supervised

        • Classification
        • Regression
      • Unsupervised

        • Clustering
      • Classification algorithms

      • Models

      • Deep Learning

      • Feature extraction/classification

      • Learning algorithm assumptions

      • Evaluation

    • Scikit-learn

      • Importing libraries
      • Example task - iris dataset
      • Training model
      • Testing model
      • Analysing results
      • Confusion Matrix
      • Where to from here
  • Additional Resources