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

  • Jupyter Notebook