Ever wonder how "smart" devices get their smarts? From saving energy to saving lives, learn how Nest is using data science to build a more thoughtful home. This talk illustrates the unique challenges and opportunities in analyzing data from hardware products, aggregating data across large populations, and building models for whole home intelligence.