Computer hardware and computer programs for performing machine learning and deep learning algorithms and processes in the fields of image processing; Computer hardware and computer programs for processing digital images for use in vision systems, surface inspection, nano-scale vision systems, automated manufacturing, physical component defect analysis, detection of pathogens and toxins in a biological sample, medical diagnostics, bio-security and molecular medicine; Computer hardware and computer programs to determine and predict patterns in the data, to analyze and improve automated manufacturing processes, to determine physical component defect analysis, for detection of pathogens and toxins in a biological sample, medical diagnostics, bio-security, molecular medicine, energy generation and usage, to determine precision agriculture processes, defense processes, and automated trading systems; optical sensors for use in vision systems, surface inspection, nano-scale vision systems, automated manufacturing, physical component defect analysis, detection of pathogens and toxins in a biological sample, medical diagnostics, bio-security and molecular medicine

Ultrasonic medical diagnostic apparatus for use in detection of pathogens and toxins in a biological sample, medical diagnostics, bio-security, molecular medicine

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