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By William Campbell MACHINE LEARNING. OVERVIEW What is machine learning? Human decision-making Learning algorithms Applications.

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Presentation on theme: "By William Campbell MACHINE LEARNING. OVERVIEW What is machine learning? Human decision-making Learning algorithms Applications."— Presentation transcript:

1 By William Campbell MACHINE LEARNING

2 OVERVIEW What is machine learning? Human decision-making Learning algorithms Applications

3 WHAT IS MACHINE LEARNING? Branch of AI Data-based behavior Observation Generalization Probabilistic results It is not: KDD and data mining Expert systems

4 HUMAN DECISION-MAKING Relation to machine learning Replacement Collaboration Cognitive science Best known example

5 LEARNING ALGORITHMS Supervised Semi-supervised Unsupervised Reinforcement Transduction “Learning to learn”

6 APPLICATIONS Search engines Computer vision Medical diagnosis Stock market analysis The future Self-programming True AI?

7 REFERENCES https://www.youtube.com/watch?v=yDLKJtOVx5c http://www.springerlink.com/content/rw3572714v41q507/ http://arizona.openrepository.com/arizona/bitstream/10150/106427/1/chen27.pdf


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