Machine Learning & Partial Differential Equations
Neil is correct. There are partial derivatives evwrywhere in gradient computation for machine learning models training.

For instance you can look at the gradient descent method used in the backpropagation method for a neural network. The course from AndrewNg on coursera describes it very well.