I came upon this Recommender toolbar (StumbleUpon) which helps users to surf the internet and find websites, photos, videos and other content based on his/her interests.
StumbleUpon combines collaborative human opinions with machine learning of personal preference to create virtual communities of like-minded websurfers.
Read to find out more at:
http://www.stumbleupon.com/technology.html
Design Overview:
http://www.stumbleupon.com/stumbleupon_design.pdf
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