No, as without having any fundamental knowledge and understanding, you can't work around Deep Learning on any sort of Data Set.
Before diving straight into deep learning you want to have the required understanding of basic concepts that are widely used in Deep learning like Basic linear algebra, Calculus, Statistics etc.
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