Providing software as a service (SaaS) for enabling others to access and use machine learning algorithms and processes software in the fields of automated manufacturing, pathogen detection, medical diagnosis, bio-security and molecular medicine; providing software as a service (SaaS) for enabling others to upload and manage data for the training of data models by machine learning processes in the fields of automated manufacturing, pathogen detection, medical diagnosis, bio-security and molecular medicine; 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 and molecular medicine; Providing software as a service (SaaS) for enabling others to access and use data verification software in the fields of automated manufacturing, pathogen detection, medical diagnosis, bio-security and molecular medicine; providing software as a service (SaaS) for enabling others to access and use vision system in the fields of automated manufacturing, pathogen detection, medical diagnosis, bio-security and molecular medicine; providing software as a service (SaaS) for enabling others to access and use surface inspection software in the fields of automated manufacturing; providing software as a service (SaaS) for enabling others to access and use nano-scale vision system software in the fields of pathogen detection, medical diagnosis, bio-security and molecular medicine; providing software as a service (SaaS) for enabling others to access software in the fields of automated manufacturing, physical component defect analysis, detection of pathogens and toxins in a biological sample, medical diagnostics, bio-security, molecular medicine, energy, precision agriculture, defense, and automated trading systems