The Architecture Diagram for Drug involves a seamless process, starting with Data Collection and Pre-processing, followed by Feature Extraction. The User Interface interacts with the Trained Machine Learning Models through a Training Dataset, leading to the Prediction Engine. The final output is the recommendation of the drug.