Your input features are incomplete and mixed with noise. The value of a dice is also a function over time. Can we learn this function with a neural net? No, be

Your input features are incomplete and mixed with noise. The value of a dice is also a function over time. Can we learn this function with a neural net? No, because our features don't include the nitty gritty details of each throw so it's essentially random.