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

Discovering physical concepts with neural networks - https://arxiv.org/pdf/1807.10300.pdf

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


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