Abstract: A method includes executing a quantum circuit to determine a first quantum circuit output and a gradient based on a set of input parameters. The method includes providing the quantum circuit with an updated set of input parameters to determine a second quantum circuit output, where the updated set of input parameters is determined based on the gradient and the set of input parameters. The method further includes determining a comparison value based on a learning rate parameter, the first quantum circuit output, and the second quantum circuit output and updating the learning rate parameter such that the comparison value satisfies a threshold. The method further includes updating parameters of the plurality of quantum logic gates based on the updated learning rate parameter.

Abstract: The present invention generally includes methods, devices and/or kits for the detection of a COVID-19 infection in an individual by measuring the level or concentration or one or more ions present in a urine sample that is substantially free of COVID-19 RNA, antibodies, or antigen material.

Abstract: Some embodiments include a process, including obtaining, with a classical computer system, a mathematical problem to be solved by a quantum computing system, wherein: the quantum computing system comprises one or more quantum computers, the mathematical problem involves more variables than any of the one or more quantum computers have logical qubits, and solving the mathematical problem entails determining values of the variables; decomposing, with the classical computer system, the mathematical problem into a plurality of sub-problems, wherein decomposing the mathematical problem into the plurality of sub-problems comprises decomposing the mathematical problem with machine learning into quantum circuits; causing, with the classical computer system, the quantum computing system to solve each of the sub-problems and aggregate solutions to the sub-problems to determine a solution to the mathematical problem; and storing, with the classical computer system, the solution to the mathematical problem in memory.

Abstract: The present invention generally includes methods, devices and/or kits for the detection of a COVID-19 infection in an individual by measuring the level or concentration or one or more ions present in a urine sample that is substantially free of COVID-19 RNA, antibodies, or antigen material.

Abstract: Some embodiments include a process, including obtaining, with a classical computer system, a mathematical problem to be solved by a quantum computing system, wherein: the quantum computing system comprises one or more quantum computers, the mathematical problem involves more variables than any of the one or more quantum computers have logical qubits, and solving the mathematical problem entails determining values of the variables; decomposing, with the classical computer system, the mathematical problem into a plurality of sub-problems, wherein decomposing the mathematical problem into the plurality of sub-problems comprises decomposing the mathematical problem with machine learning into quantum circuits; causing, with the classical computer system, the quantum computing system to solve each of the sub-problems and aggregate solutions to the sub-problems to determine a solution to the mathematical problem; and storing, with the classical computer system, the solution to the mathematical problem in memory.

Abstract: A method of enzymatically degrading raw whole vegetables that includes providing a raw whole vegetable composition having a first outer layer to which a plurality of enzymes that includes carbohydrase, protease, and/or lipases is applied for a time that is sufficient to form an enzyme-degraded vegetable.

Abstract: A method of processing a vegetable that includes providing a vegetable composition having a first outer layer to which an enzyme is applied for a time that is sufficient to form an enzyme-degraded vegetable. The enzyme-degraded vegetable is capable of absorbing components, such as water, additives or enzymes that further process the vegetable.

Abstract: The present invention includes bioactive coated raw vegetables that include bioactive compositions coated onto the raw vegetables, such that the bioactive compositions are effective to degrade raffinose, stachyose and verbascose in the raw vegetables when the raw vegetables are placed in optimal pH and temperature conditions. The present invention also includes methods of forming bioactive coated raw vegetables.