How do I record the maximum memory usage of a script?

I want to measure the max memory used during the execution of a script. 

I think doing this naively will count max reserved memory, while I want the max memory actually used. 

I do not need any further details. 

Will this have an overhead? I want to do this on scripts taking hours to finish.