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He is implementing synthetic-intelligence aided enhancement of biomedical imaging to develop greater diagnostic and prognostics solutions. His exploration has spawned inventions that have spun out providers.· A cluster-centered autoencoder-type neural network that aggregates wealthy info on protection effectiveness and features to detect both clus