The TensorFlow Playground is an interactive web-based tool that allows users to explore and experiment with neural networks for various machine learning tasks, such as classification and regression. With an intuitive interface, users can adjust parameters like activation functions, dataset characteristics, network architecture, and learning rates in real-time to observe their effects on model behavior.