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Have Data? What now?! Hilary Mason @hmason
(Focused) Data == Intelligence
Common Problems ,[object Object],[object Object],[object Object],[object Object],[object Object]
Text is MESSY
Do you  need  to parse it? ,[object Object],[object Object],[object Object],[object Object]
Entity Disambiguation ,[object Object]
ME UGLY HAG
Entity Disambiguation ,[object Object],[object Object]
A Practical Approach – Path101 Human classification Data APIs Automatic classification model Example: Company Name External data from Open Calais, Freebase Based on  industry ,  location , and  type of job , we can differentiate between MS Volt (Microsoft) and Volt (Volt Information Sciences, Inc.)
SPAM sucks
Supervised Classification Text Feature Extractor Trained Classifier Cats Dogs Fire Training  Data Feature Extractor
Classification Example: Movie Reviews! ,[object Object],[object Object]
[object Object]
Clustering immunity ultrasound medical imaging medical devices thermoelectric devices fault-tolerant circuits low power devices
Hierarchical Clustering
 
<3 Data ,[object Object]

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