The purchase of Nuance Communications is the second largest in Microsoft's history, after its acquisition of networking site LinkedIn in 2016.
Microsoft said it would bolster its software and artificial intelligence expertise for healthcare companies.
So-called "telehealth" and remote doctor visits have boomed in lockdown.
This growth is forecast to continue after the pandemic.
