1. Gradient Descent Methods (13 min)
2. XOR problem (5 min)
3. Multilayer Networks: First Steps (15 min)
4. BackPropagation Algorithm (10 min)
5. The Problem of Overfitting (12 min)
6 and 7. Simple Regularization Methods, Training Base and Validation Base (13 min)
8. Careful Crossvalidation (4 min)
9. Early Stopping (8 min)
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