An AI Model Registry is a centralized database that tracks and manages different versions of AI models, including their metadata such as training data, parameters, and performance metrics. It facilitates model deployment, version control, reproducibility, and collaboration among data scientists, ensuring efficient lifecycle management and seamless updates in AI development workflows.