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Explore cutting-edge research in privacy-preserving machine learning through a series of contributed talks presented at the 5th Privacy-Preserving Machine Learning Workshop (PPML) 2023, an affiliated event of Crypto 2023. Gain insights into the latest advancements and innovative approaches in the field during this 1 hour and 50 minute session, which showcases the work of leading researchers and practitioners. Delve into various aspects of PPML and discover how these contributions are shaping the future of secure and privacy-conscious machine learning applications.