Lecture 2: Neural Networks: Core Concepts - Perceptron, weights, bias - Multi-layer perceptron (MLP) - Activation functions - Forward pass (conceptual math only) - Why neural networks can learn nonlinear engineering behavior - Small example: predicting a nonlinear spring force curve