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um uh thanks for the introduction im a senior data scientist with tallows team of um cisco security business group and im a part of cisco san francisco innovation center uh so just before i get started i should uh i should mention that this was a 90 minute talk that i had to squeeze in 15 minutes so um i apologize in advance if i escape a lot of details and im more than happy to discuss the details afterwards entity resolution is also known as record linkage the fact is entities could be referred to in different ways we just saw an example of it a second ago entity resolution also known as record linkage two different representation for the same thing for people that happens for countries many different ways to refer to this country for monuments statue of liberty lady liberty miss liberty all representations of the same entity so what entity resolution tries to do is it tries to identify descriptions of same entities in your data so this is a field that has been very deeply studi