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#56 - Dr. Walid Saba, Gadi Singer, Prof. J. Mark Bishop (Panel discussion)

Machine Learning Street Talk (MLST)

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The Limits of Deep Learning in AI Development

This chapter explores the evolution of deep learning and its applications while addressing the limitations of current AI systems, advocating for the development of cognitive AI with enhanced reasoning capabilities. It argues against the misconception that computation can replicate genuine human cognition and emphasizes the critical differences between symbolic reasoning and data-driven techniques. Additionally, the chapter discusses the challenges AI faces in achieving true abstract understanding and the complexities involved in human knowledge acquisition.

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