This document is the preface of the proceedings of the TempXAI Workshop Tutorial on Explainable AI for Time Series and Data Streams, held on September 9th, 2024, in Vilnius, Lithuania. We received 5 submissions for peer-review, out of which we accepted 4 papers for this volume. In addition, we publish two extended abstracts of the tutorial that we give as a part of the workshop program.