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Introduction to Machine Learning

COMP60012/70050 Autumn Term 2024/2025

Module 1

Machine Learning - The Big Picture

  • Introduction
  • What is machine learning?
  • What is machine learning?
  • What is artificial intelligence?
  • What is artificial intelligence?
  • AI and machine learning
  • So what *exactly* is machine learning?
  • Classification and regression
  • Are you a good binary classifier?
  • Are you still a good binary classifier?
  • What have we learnt?
  • The supervised learning pipeline
  • Pipeline - Feature encoding
  • Pipeline - Machine learning algorithm
  • Pipeline - Evaluation
  • Course roadmap and wrapping up!
  • Quiz questions
  • Quiz answers

Pipeline - Feature encoding

We will now explore each component of the supervised learning pipeline in more detail.

Let us first discuss the importance of examining your data and your features, and talk about how we can map data to features.

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Department of Computing | Imperial College London