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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

Classification and regression

In this next video, we will explore and try to understand the two most popular tasks in machine learning: classification and regression.

Are you a good binary classifier?

Use this mentimeter link to vote for your answer.

And the QR code if needed:

Mentimeter QR code

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Page designed by Josiah Wang

Department of Computing | Imperial College London