**PSEUDo** is an application that provides a way to search, explore and find interesting patterns in large multivariate time series data whilst giving a clear understanding of what's going on behind the scenes on the machine learning side. This is done by combining the vast knowledge of domain-experts with the immense processing power of computers, creating the interactive machine learning tool called **PSEUDo**.