Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent Systems

by Aurélien Géron

This implies that there are no local minima, just one global minimum. It is also a continuous function with a slope that never changes abruptly.