Our Head of Data Science, Richard Yeung, gave a talk at the Global Big Data conference. The talk focused on the first steps from heuristics to probabilistic model, when building a machine learning system based on expert knowledge. This feedback loop is what allowed our automated system to replace the old school call center-based model with a modernized, personalized approach.
You can find the slides here.
