School of Cyber Tech
Machine Learning
Machine learning is taking over the world - it is benefiting companies across industries. It is helping organizations create systems that can understand, learn, predict, adapt, and operate on their own. Thus, understanding how machine learning wor...
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Course content
  • Module 1: Introduction
  • Module 2: Concept Learning and the General-to-specific Ordering
  • Module 3: Decision Tree Learning
  • Module 4: Machine Learning in Practice
  • Module 5: Beyond Binary Classification
  • Module 6: Linear Models
  • Module 7: Probabilistic Modelling
  • Module 8: Artificial Neural Networks
  • Module 9: Kernel Methods
  • Module 10: Evaluating Hypotheses
  • Module 11: Bayesian Learning
  • Module 12: Computation Learning Theory
  • Module 13: Instance-based Learning
  • Module 14: Genetic Algorithms
  • Module 15: Learning Sets of Rules
  • Module 16: Analytical Learning
  • Module 17: Combining Inductive and Analytical Learning
  • Module 18: Reinforcement Learning