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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

The supervised learning pipeline

Now, let us try to formalise everything we have learnt so far into a systematic framework! We will discuss the pipeline of supervised learning (which can easily be adapted to the other settings too!)

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Department of Computing | Imperial College London