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Subject(s): Dissertations, Academic -- Kulliyyah of Engineering -- IIUM Summary: Creating an autonomous agent, that gets real observations such as sensory data and images from the surrounding environment and learns optimal sequential actions, has been considered as one of the main goals of Artificial General Intelligence (AGI). Deep (Hierarchic