Abstract: Machine-learning (ML) techniques and systems are advantageously employed in areas such as psychiatric genetics, and analysis of gene expression. Generative ML may be performed over large datasets to infer new pleiotropic effects of genetic variants in multiple neuropsychiatric diseases. Deep ML may infer information about psychiatric genetics. ML may realize an efficient estimation of multi-disease genetic and environmental correlation matrices. ML may obtaining protein expression data and generating a mapping between the protein expression data and at least one disease. ML may be performed on a data that that jointly models multiple diseases. Quantum processing can be advantageously employed in ML scenarios.

Abstract: An LED light module and a backlit sign using at least one of the LED light modules are described. The LED light module comprises at least two LED light sources that are spaced apart from each other. Each of the LED light sources is covered by a lens and at least two of the lenses have a different shape than each other. The LED light module produces a uniform intensity of light on a backlit surface. The LED light module can include three LED light sources. Two of the lenses covering the LED light sources emit light that is distributed off-axis and a third of the lenses covering the LED light sources emits light that is distributed substantially on-axis. The backlit sign comprises a housing, at least one LED light module disposed in the housing and a backlit surface on the housing extending over the LED modules.

Abstract: An LED light module and a backlit sign using at least one of the LED light modules are described. The LED light module comprises at least two LED light sources that are spaced apart from each other. Each of the LED light sources is covered by a lens and at least two of the lenses have a different shape than each other. The LED light module produces a uniform intensity of light on a backlit surface. The LED light module can include three LED light sources. Two of the lenses covering the LED light sources emit light that is distributed off-axis and a third of the lenses covering the LED light sources emits light that is distributed substantially on-axis. The backlit sign comprises a housing, at least one LED light module disposed in the housing and a backlit surface on the housing extending over the LED modules.