1. The statistical view: generative models
2. The likelihood of data under a model
3A. Statistical interpretation of artificial neural networks: the cross-entropy loss function
3B. Statistical interpretation of artificial neural networks: can we interpret the output as a probability?
4. Sigmoidal units as natural output functions
5. Multi-class problems
6. Statistical approach: Summary and Quiz
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