This paper presents a comparative analysis of selected deep learning methods applied to anomaly detection in data streams. The anomaly detection results obtained on the popular Yahoo. Webscope S5 dataset are used for the computational experiments. The two commonly used and recommended models in the literature. https://www.socialstudiesscholar.com/