talk · community record
Building a Graph of all US businesses us...
Radius Intelligence (www.radius.com) empowers Data Science to deliver an unique marketing intelligence platform used by over hundred US companies. This presentation will explain how Radius is using Spark along with GraphX, MLLib and Scala to create a comprehensive and accurate index of US business from dozens of different sources. In particular, I will address problems related to clustering records together based on a graph approach and how to resolve the graph into a set of US businesses. I will discuss some of the models related to cleaning out the noise and how to rank best values and impute missing values and provide some best practices.