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  • Privacy-Preserving Deep Learning

    A Comprehensive Survey

    Series series Computer Science (R0)
    This book discusses the state-of-the-art in privacy-preserving deep learning (PPDL), especially as a tool for machine learning as a service (MLaaS), which serves as an enabling technology by combining classical privacy-preserving and cryptographic protocols with deep learning. Google and Microsoft announced a major investment in PPDL in early 2019. This was followed by Google’s infamous ... Leer más

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  • Network Intrusion Detection using Deep Learning

    A Feature Learning Approach

    Series series Computer Science (R0)
    This book presents recent advances in intrusion detection systems (IDSs) using state-of-the-art deep learning methods. It also provides a systematic overview of classical machine learning and the latest developments in deep learning. In particular, it discusses deep learning applications in IDSs in different classes: generative, discriminative, and adversarial networks. Moreover, it compares ... Leer más

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