In this workshop, we will explore the capabilities and limits of using AI to perform classical DH tasks with a focus on textual analysis, including tasks such as POS, Topic Modeling, sentiment analysis, and classification. No prior knowledge of DH methods is required. Participants are encouraged to bring their own devices and corpus of texts they want to work on.