Abstract: Methods, computing systems and computer program products implement embodiments of the present invention that include collecting execution metrics for copies of a computational model deployed in respective computing resources, and identifying respective configurations of the computing resources deploying the computational model. A decision model can then be trained based on the collected execution metrics and the identified configurations. A request to execute the computational model is received, the request including cost and performance parameters. The trained decision model is prompted to select, based on the collected execution metrics, the identified configurations and the received parameters, a given computing resource, and finally, execution of the computational model on the selected computing resource is initiated.

Abstract: A method and device for identifying a molecule in a sample, the molecule comprising an electrophilic or nucleophilic moiety. The method comprises contacting the sample with a plurality of chemosensors, each of the chemosensors comprising a ?-conjugated system and a moiety having a nucleophilic property or an electrophilic property; and measuring an electromagnetic property of each of the chemosensors in the sample; whereby the pattern of changes in the electromagnetic properties of the plurality of chemosensors after chemically reacting with the electrophile or nucleophile of the molecule identifies the molecule in said sample.

Abstract: A method and device for identifying a molecule in a sample, the molecule comprising an electrophilic or nucleophilic moiety. The method comprises contacting the sample with a plurality of chemosensors, each of the chemosensors comprising a ?-conjugated system and a moiety having a nucleophilic property or an electrophilic property; and measuring an electromagnetic property of each of the chemosensors in the sample; whereby the pattern of changes in the electromagnetic properties of the plurality of chemosensors after chemically reacting with the electrophile or nucleophile of the molecule identifies the molecule in said sample.

Abstract: The present invention relates to methods for detecting alkylating agents in a sample using a chemosensor and measuring the change in measurable properties of chemosensor upon binding. Such changes provide indications of the presence and quantity of alkylating agent in the sample.

Abstract: The invention provides ?-conjugated oligomers and polymers. The oligomers and polymers may comprise at least two ?-conjugated amino acid subunits. The oligomers and polymers may contain one or more ?-conjugated amino acid subunits that are optically, electrically or electronically active. The invention also provides optical, electronic and electric devices comprising oligomers and/or polymers having one or more ?-conjugated amino acids that are optically, electrically, or electronically active.

Abstract: The invention provides ?-conjugated oligomers and polymers The oligomers and polymers may comprise at least two ?-conjugated amino acid subunits. The oligomers and polymers may contain one or more ?-conjugated amino acid subunits that are optically, electrically or electronically active. The invention also provides optical, electronic and electric devices comprising oligomers and/or polymers having one or more ?-conjugated amino acids that are optically, electrically, or electronically active.