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How can machine learning solve my problem?
Introduction to the book, who it is for and how to read it.
1. A Murder Mystery
Introduces all the essential concepts of model-based machine learning, in the course of solving a murder.
2. Assessing People's Skills
A first application of model-based machine learning: assessing what skills a person has based on their answers in a test.
Interlude: the machine learning life cycle
The typical steps in solving any machine learning problem.
3. Meeting Your Match
A real-world application of model-based machine learning to the problem of matching players in online games.
4. Uncluttering Your Inbox
A model that removes the clutter from a user's inbox by learning which emails they are likely to ignore.
5. Recommender case study
Chapter coming in full version of the book
6. Medical case study
Chapter coming in full version of the book
Interlude: probabilistic programming
Chapter coming in full version of the book
7. Crowdsourcing case study
Chapter coming in full version of the book
8. Other people's models
Chapter coming in full version of the book

DSC Resources

Additional Reading

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