Loss Functions
| Feature | −[ylogy^+(1−y)log(1−y^)] | −log(y^) |
|---|---|---|
| Typical Task | Binary Classification (Yes/No) | Multi-class (Cat, Dog, Bird) |
| Last Layer | Sigmoid (one output neuron) | Softmax (multiple output neurons) |
| Logic | "How far are you from the 1 AND the 0?" | "How much probability did you give the right answer?" |
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