Machine learning

• Introduction
  • Introduction
  • Development
• API
• Unsupervised learning for unlabeled data
  • Unsupervised learning
  • Clustering
• Supervised learning for input-output data
  • Supervised learning
  • Classification
  • Regression
• Measure the quality of a machine learning algorithm
  • Introduction
  • Measures for supervised models
  • Measures for clustering models
  • Examples
• Calibrate or select a machine learning algorithm
  • Calibration
  • Selection
  • Examples
• Transform data to improve the ML algorithm quality
  • Introduction
  • Scaling
  • Dimension reduction
  • Examples