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How Do Open Source Deep Learning Frameworks Stack Up?

As the popularity of deep learning increases, finding application in all sorts of cases, so does the popularity of the various DL frameworks and libraries, making it difficult to choose between them. To provide an informed choice academic researchers devised and ran benchmarks. 
The results are published a a pre-print on arxiv.org with the title "A Detailed Comparative Study Of Open Source Deep Learning Frameworks".
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