‘Ads by Advertise’ virus attacked my computer!

Please help. I can’t get rid of annoying ads that appear almost on every website I visit. Ads are usually marked with a line “Ad by Advertise.” So I am sure Advertise is some kind of program or ad network that is bothering me daily. Can you help me to remove Advertise virus somehow?