Why might an off-the-shelf anomaly detection technique not work in practice? (source: O'Reilly) Off-the-shelf anomaly detection techniques carry the baggage – and traps – of their underlying assumptions. Master statistician Arun Kejariwal demonstrates the flaws of such techniques, teaches you the necessity of always validating assumptions, and shows you why you should keep off-the-shelf off your shelf.