An elegant way to solve anomaly detection is to use GANs networks to solve the trade- off of extremely imbalanced dataset. In this case, I was contacted by a company that participated in challenges with Red Electrica from Spain and had a very advanced project based in GANs to detect anomalies in electrical network infrastructures. The company has drones and helicopters and we are going to develop a software based in the the solution and present it to different countries worldwide.
Technological stack: Pytorch, Python, GANs
