Earlier in the month I gave an invited talk at the inaugural ML Conference in Berlin, titled, "Algorithmic Architecture, Real-time AI and the Search for Alpha". The talk looked at the general problem of extracting information from social media and some of the challenges arising from delivering a real-time system to trade from.