Each personalized databank update cycle is divided into five stages: initialization, reprocessing, synchronization, post-processing and deployment.
Machine learning engineering happens in three stages — data processing, model building and deployment and monitoring.
The Army Medical Surveillance Activity, which operates DMSS, also maintains the Department of Defense Serum Repository and stores serum from service members after mandatory HIV testing and deployment processing (6).
Collection, deployment, processing, and analytic techniques followed methods described by Benfield (2006).
The code is modularized to allow for rapid testing and deployment of new processing algorithms, while also providing sufficient infrastructure to deal with many file formats and parametric data.
But the company also introduced what it is calling its "cloud infrastructure suite," addressing issues like security, back-up recovery and automated deployment of processing and storage in cloud computing environments.
This study also articulated the engineering implications and provided recommendations for field deployment, material processing, and assessment framework to ensure an environmentally sound application of reactive materials.
But, besides the sheer scale of equipment and deployment, there are also challenges and opportunities related to data handling and processing, as well as application integration.
These networks demand well-defined architectures in terms of sensor nodes and camera deployment, image capturing and processing, and well-organized distributed systems.
Here, we review the best practices for deployment, calibration, and data processing and quality control, using our experience with Durafet®-based pH sensors as a model.
