Spyware refers to bad programs that either monitor your Internet activities to display extra advertising, or to steal your personal information.
Like anti-virus software, anti-spyware software will watch for bad programs and help you remove them.
Popular anti-spyware software (in free and commercial versions) include:
I recommend using both these products since they provide somewhat different forms of protection.