Abstract: In one aspect, a computerized method for implementing machine learning model training and deployment for predictive inventory purchasing database includes the step of providing a predictive inventory purchasing database. The method includes providing a machine-learning platform coupled with the predictive inventory purchasing database. The method includes retrieving a set of training data as input to the machine learning platform. The method includes based on the set of training data, generating a predictive inventory purchasing model with the machine learning platform. The method includes using the predictive inventory purchasing model to automatically implement inventory purchasing.

Abstract: In one aspect, a computerized method for optimizing medication processing, dispensing and delivery using opportunistic refill opportunities in a geographic region in an automated medication refill system includes the step of obtaining an ordinary refill queue for a set of customers for a specified current time period. The ordinary refill queue comprises a list of medications to be automatically filled and delivered during the specified current time period. The method includes the step of determining a delivery location for each customer in the ordinary prescription refill queue of an automated medication refill system. The method includes the step of identifying a geographic region that includes each customer in the ordinary medication refill queue. The method includes the step of identifying a set of opportunistic refill customers in the geographic region, wherein an opportunistic refill opportunity comprises a future medication refill that is set to be refilled in a specified future time period.