Abstract: A system, method, and computer-program product includes receiving, by a controller node, a request to execute a client process associated with a first programming language and a plurality of threads; launching, by the controller node, a plurality of multi-language worker processes based on a number of threads associated with the client process; and instructing, by the controller node, the plurality of multi-language worker processes to execute the plurality of threads associated with the client process.

Abstract: A system, method, and computer-program product includes selecting, by a controller node, a plurality of hyperparameter search points from a hyperparameter search space; instructing, by the controller node, one or more worker nodes to concurrently train a plurality of machine learning models for a target number of epochs using the plurality of hyperparameter search points; receiving, from the one or more worker nodes, a plurality of performance metrics that measure a performance of the plurality of machine learning models during the target number of epochs; and removing, by the controller node, one or more underperforming hyperparameter search points from the plurality of hyperparameter search points according to a pre-defined performance metric ranking criterion associated with the plurality of performance metrics.

Abstract: A method of making an insulated material comprises melting a phase change material to form liquid phase change material, combining the liquid phase change material with an insulating material, and forming a composite insulation material in response to the combining. The insulating material can be a porous material that comprises a plurality of pores, and the liquid phase change material is disposed in the plurality of pores. The phase change material can also be stored in a container and used as layer in an insulation system.

Abstract: A method of making an insulated material comprises melting a phase change material to form liquid phase change material, combining the liquid phase change material with an insulating material, and forming a composite insulation material in response to the combining. The insulating material can be a porous material that comprises a plurality of pores, and the liquid phase change material is disposed in the plurality of pores. The phase change material can also be stored in a container and used as layer in an insulation system.

Abstract: A method of making an insulated material comprises melting a phase change material to form liquid phase change material, combining the liquid phase change material with an insulating material, and forming a composite insulation material in response to the combining. The insulating material can be a porous material that comprises a plurality of pores, and the liquid phase change material is disposed in the plurality of pores. The phase change material can also be stored in a container and used as layer in an insulation system.

Abstract: A method of making an insulated material comprises melting a phase change material to form liquid phase change material, combining the liquid phase change material with an insulating material, and forming a composite insulation material in response to the combining. The insulating material can be a porous material that comprises a plurality of pores, and the liquid phase change material is disposed in the plurality of pores. The phase change material can also be stored in a container and used as layer in an insulation system.

Abstract: The present invention relates to conjugated polyelectrolyte (CPE) or oligoelectrolyte (COE) compounds represented by general structural formulae (I)-(IV), or a salt thereof and methods of using these compounds to detect targets in samples.