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Explore the world of deep learning and its ethical implications in this 48-minute conference talk from linux.conf.au. Gain insights into how massive data collection has accelerated machine learning advancements and the privacy concerns that arise from current systems. Discover Mozilla's approach to creating machine learning systems that prioritize user empowerment and privacy. Learn about deep learning applications, their inner workings, and see demonstrations of Mozilla's projects, including Deep Speech, speech synthesis, and grammar checking. By the end of the talk, understand the hype surrounding deep learning and how to harness these technologies for positive impact. Delve into the intersection of machine learning, privacy, and open-source software in this informative presentation aimed at both beginners and experienced developers in the Linux and FOSS community.