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Definition of machine learning:

  • A computer program is said to learn from experience E with respect to some task T and some performance measure P, if its performance on T, as measured by P, improves with experience E

Machine learning algorithms:

  • Supervised learning
  • Unsupervised learning
  • Others: Reinforcement learning, recommender systems

Supervise Learning

Giving the "right answer" for each example in the data

  • Regression Problem

Predict real-valued output

  • Classification Problem

Unsupervised learning

  • Clustering
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