There has been exponential increase in number of electronic sensors, which now are driving every industry – right from manufacturing to aerospace. These sensors are capable of producing a lot of data. However, the sensors are known to be notorious for their jitters. These jitters often result in false alarms which could be troublesome for industrialists. In the session Rohit will walkthrough the traditional methods and then take deep dive into state of the art approach. Auto-Encoders are a great product of Deep Learning Neural Networks, if used correctly they have the potential to save a lot of cost on the asset.