Neural networks vs decision trees: which is more interpretable?

Decision trees offer far greater interpretability - you can follow the flow of simple rules either visually or logically. Neural networks, by contrast, are complex black boxes that are hard to explain. If model transparency is critical, choose decision trees over neural networks.