Want to stop users from installing softw

I’m a system administrator supporting 25 PCs.
Many users create problems because they install unauthorized programs, games and utilities from a CD or off the internet.
How do I restrict the user from installing unauthorized programs on their computer ?

Is there any freeware software that I can use ? ….Please help me….Thank You.