This Guidance shows how to calibrate and deploy a Stable Diffusion model to generate personalized avatars with a simple text prompt. Stable Diffusion is a text-to-image model, generated by a type of artificial intelligence (AI) that leverages the latest advances in machine learning. Here, the models are built by Amazon SageMaker and calibrated with the DreamBooth approach, which uses 10-15 images of the user to capture the precise details of the subject. The model generates a personalized avatar that can be used in a variety of applications, including social media, gaming, and virtual events. The Guidance also includes a text prompt feature that allows users to generate avatars based on specific text inputs. This feature expands the capabilities of the applications and provides media and entertainment organizations more ways to develop personalized content, tailored to the consumer.