sentence1: this choice is motivated by modern techniques for solving forward and inverse problems involving partial differential equations , where the unknown solution is approximated either by a neural network .
sentence2: this choice is motivated by modern techniques for solving forward and inverse problems involving partial differential equations , where the unknown solution is approximated either by a gaussian process .