Best programming language for handling array calculations in parallel?

[John Keith]

There are Python packages for parallel processing including GPU acceleration but I have no experience with them. May be worth a try before you switch languages.

Also some matrix operations are much easier to parallelize than others so the amount of speedup you will get depends strongly on the nature of the calculations.