Can the words "demonstrate intelligence" convey my initial meaning?

Question

I wrote the sentence as follows. In this sentence, I want to express that people can train the neural network by using the calculation of matrix (belonging to linear algebra). After training, the neural network will have the ability to predict or behave like humans, i.e. Artificial Intelligence.

“The professor talked about the idea that numerical calculations of linear algebra could demonstrate intelligence.”

I want to ask that can “demonstrate intelligence” in this sentence convey my initial meaning? I think “demonstrate intelligence” may sound like a little strange in this sentence. If it is not suitable, what are other reasonable words to express my meaning? How about using “realize intelligence” or “realize artificial intelligence” or “demonstrate artificial intelligence” to replace “demonstrate intelligence”? Or how about using "numerical calculations of linear algebra in artificial intelligence could demonstrate intelligence"?

Answer 1

"demonstrate intelligence" would not be incorrect here, but it would suggest a much larger result than a so-called neural network can provide. (the name is unfortunate because it is not in fact a sloe model of what a biological neural network does, but that was not as well understood when the nam“The professor talked about the idea that numerical calculations of linear algebra could demonstrate intelligence.”e was devised. I would prefer to say something like

The professor talked about the idea that numerical calculations using linear algebra could produce apparently intelligent results.

or

The professor talked about the idea that numerical calculations using linear algebra could make selections similar to those a trained human would make.

Both of these are more precise on just what a trained neural network can in fact accomplish. "demonstrate intelligence" is a very broad and general claim. It suggests a wide range of behavior similar to that of a human. It suggests performing a much wider range of tasks than the kind o9f selection and classification that a neural network can provide.