What are Neural
Networks?
- Models of the brain and nervous system
- Highly parallel
- Learning
- Very simple principles
- Very complex behaviors
- Applications
1.
As
powerful problem solvers
2.
As
biological models
Biological Neural
Nets
Pigeons as art experts (Watanabe et
al. 1995)
Experiment:- Pigeon in Skinner box
- Present paintings of two different artists (e.g. Chagall / Van Gogh)
- Reward for pecking when presented a particular artist (e.g. Van Gogh)
- Pigeons were able to discriminate between Van Gogh and Chagall with 95% accuracy (when presented with pictures they had been trained on)
- Discrimination still 85% successful for previously unseen paintings of the artists
- Pigeons do not simply memorise the pictures
- They can extract and recognise patterns (the ‘style’)
- They generalise from the already seen to make predictions
- This is what neural networks (biological and artificial) are good at (unlike conventional computer)
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