Semantic Information Extraction using Deep Learning

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Semantic Information Retrieval The research will focus on extraction of meaningful and actionable information from bigdata by developing novel algorithms in areas of machine learning and information theory. There will be two main focuses(1) extract semantic attribute and relationship between attributes as well as semantic captions for given multimedia input,(2) given semantic attributes or caption, retrieve relevant multimedia files from databases. A typical AI algorithm classifiesinputs into different predefined classes and suppresses visual information which is irrelevant to predefined classes.Extraction of semantic captions will allow AI algorithms to build a much richer representation of the underlying visual data.