Abstract: The disclosure notably relates to a computer-implemented method for neural network quantization. The method comprises obtaining a neural network. The method further comprises obtaining a quantization operator. The quantization operator is based on a power function. The power function has a power exponent. The method further comprises quantizing the neural network based on the quantization operator. The quantization includes searching for an optimal value of the power exponent based on a quantization error associated with the quantization operator.

Abstract: The present invention is notably directed to methods of machine-learning for an on-the-fly adaptation of a predictive model configured for image processing.

Abstract: There is provided a method for distributing power in an electrophoresis system from a power supply to each channel of an interfaced cassette connected to a pedestal located on the electrophoresis system, the method comprising: receiving a power signal from the power supply at the pedestal; receiving at least one externally generated control signal; and, modulating the power signal at a processor electrically coupled to the pedestal in dependence upon the control signal to generate a modulated power signal defined for each said cassette channel of the pedestal.

Abstract: A cassette for use in parallel electrophoretic assays and methods of manufacture and use of same are provided. The cassette comprises assay channels suitable for carrying out electrophoresis and sample ports for introducing samples into the assay channels. Each sample port comprises one or more tip registration features for guiding a pipette tip to a desired location, which corresponds to the position of a well for receiving the sample. The cassette is particularly suited for use with automated liquid handling systems.

Abstract: There is provided a method for distributing power in an electrophoresis system from a power supply to each channel of an interfaced cassette connected to a pedestal located on the electrophoresis system, the method comprising: receiving a power signal from the power supply at the pedestal; receiving at least one externally generated control signal; and, modulating the power signal at a processor electrically coupled to the pedestal in dependence upon the control signal to generate a modulated power signal defined for each said cassette channel of the pedestal.

Abstract: A cassette for use in parallel electrophoretic assays and methods of manufacture and use of same are provided. The cassette comprises assay channels suitable for carrying out electrophoresis and sample ports for introducing samples into the assay channels. Each sample port comprises one or more tip registration features for guiding a pipette tip to a desired location, which corresponds to the position of a well for receiving the sample. The cassette is particularly suited for use with automated liquid handling systems.