In this talk I will present the streaming computational model and argue that it is especially suited for large scale machine learning and data mining. I will present, as an example, the well known misra-gries algorithm (a.k.a. frequent items) and an example usage of it in the context of Yahoo Mail. This talk will encourage practitioners to adopt known streaming algorithms and scientists to develop new ones.
Session Summary
Presenting the streaming computational model
MLconf 2014 New York City
Edo Liberty
Head of Amazon AI Labs
Senior Manager of Research
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