Providing software as a service (SaaS) for enabling others to access and use deep learning algorithms and processes in the fields of automated manufacturing, pathogen detection, medical diagnosis, bio-security, molecular medicine, construction, physical component defect analysis, manufacturing inventory management optimization, logistics and supply chain optimization, defense and security, health insurance fraud detection, and infectious disease analysis; providing software as a service (SaaS) for enabling others to upload and manage data for the training of data models by deep learning processes in the fields of automated manufacturing, pathogen detection, medical diagnosis, bio-security, molecular medicine, construction, physical component defect analysis, manufacturing inventory management optimization, logistics and supply chain optimization, defense and security, health insurance fraud detection, and infectious disease analysis; providing software as a service (SaaS) for enabling others to upload and manage data for determining and predicting patterns in the data in the fields of automated manufacturing, pathogen detection, medical diagnosis, bio-security, molecular medicine, construction, physical component defect analysis, manufacturing inventory management optimization, logistics and supply chain optimization, defense and security, health insurance fraud detection, and infectious disease analysis