A shallow neural network is a neural network with only one hidden layer (or sometimes none, just input and output layers).
✅ Key Points
Structure: Input → Hidden Layer (1) → Output
Simpler architecture, easier to train.
Works well for small datasets and problems that are not too complex.
Often used in early machine learning applications.