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Machine Learning Tutorial

Supervised learning, classification, neural networks and core ML algorithms.

Types of Machine Learning

The four broad categories of machine learning, based on what kind of data and feedback the model learns from.

  • Supervised — labeled data; regression (continuous output) or classification (categorical output)
  • Unsupervised — unlabeled data; clustering and dimensionality reduction
  • Semi-supervised — a small amount of labeled data plus a large amount of unlabeled data
  • Reinforcement learning — an agent takes actions in an environment to maximize cumulative reward