Apparatus for the detection of pathogens and toxins in a biological sample for use in molecular medicine, medical diagnostics, and biosecurity; apparatus for use in biological, biosecurity and security screening of persons, baggage and freight, including for screening passengers of mass transit; apparatus featuring machine learning and deep learning algorithms for use in detection of pathogens and toxins in biological samples, molecular medicine, medical diagnostics, and biosecurity and security screening; apparatus for use in inspection of persons, baggage and freight for border screening purposes; apparatus for performing machine learning and deep learning algorithms and processes apparatus for training data models using machine learning and deep learning processes apparatus for inputting data and determining and predicting patterns in the data software for use in the detection of pathogens and toxins in a biological sample, molecular medicine, medical diagnostics, and biosecurity; software for use in biological, biosecurity and security screening of persons, baggage and freight, including for screening passengers of mass transit; software featuring machine learning and deep learning algorithms for use in detection of pathogens and toxins in biological samples, molecular medicine, medical diagnostics, and biosecurity and security screening; software for use in inspection of persons, baggage and freight for border screening purposes; software for machine learning and deep learning algorithms and processes software for training data models using machine learning and deep learning processes software for determining and predicting patterns in data

Providing software as a service (SaaS) for enabling others to access software for use in the detection of pathogens and toxins in a biological sample, molecular medicine, medical diagnostics, and biosecurity; providing software as a service (SaaS) for enabling others to access software for use in biological, biosecurity and security screening of persons, baggage and freight, including for screening passengers of mass transit; providing software as a service (SaaS) for enabling others to access and use machine learning and deep learning algorithms for use in detection of pathogens and toxins in biological samples, molecular medicine, medical diagnostics, and biosecurity and security screening; providing software as a service (SaaS) for enabling others to access and use software for use in inspection of persons, baggage and freight for border screening purposes; 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