In this session we will go through several tactics for anomaly detection with sequential and non-sequential data sets. We will review the advantages and disadvantages of these tactics, analyze an overall end to end strategy for real time anomaly detection, and explore the benefits of leveraging RNN architecture as a part of this strategy.