Can I change the app icons? Is there any way I can change the icons (displayed on the home screen) for apps on my Android device?

(Apps includes both system apps and apps downloaded from play store)
As beeshyams has already written in the comment, it is possible with this app. 

Alternatively, another launcher can be installed. Many launchers (Like Nova) can be customized with various themes.