For example: Isaac Newton finds law of universal gravitation just by looking a falling apple, without any premade perception of that phenomenon. Is it possible to accomplish that kind of discovery using machine learning?
You can check this paper
I quote one of the first sentences
Here, we present a neural network architecture that can be used to discover physical concepts from experimental data without being provided with additional prior knowledge