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Differential Privacy + Federated Learning Explained (+ Tutorial) | #AI101

21.4K views
Feb 28, 2020
7:25

➡️ Wanna watch this video without ads and see exclusive content? Go to https://nebula.tv/jordan-harrod 👀 In this month's AI 101, we're learning about differential privacy and federated learning. Try you hand at it in this Google Colab Tutorial: https://colab.research.google.com/drive/11jAZ5Xb4UAhO5IMVVUjuKy2zCVgcuKLi Become a Patron! http://www.patreon.com/everydAI Twitter - http://twitter.com/jordanbharrod Instagram - http://www.instagram.com/jordanbharrod Thank you to Kasia, Jeff, Gerald, Milan, Ian, Becky, Jino, Daniel, Narskogr, Jason, and Mariano for being $5+/month Patrons! Sources: https://arxiv.org/pdf/1412.7584.pdf https://people.eecs.berkeley.edu/~stephentu/writeups/6885-lec20-b.pdf https://towardsdatascience.com/understanding-differential-privacy-85ce191e198a https://en.wikipedia.org/wiki/Differential_privacy https://arxiv.org/abs/1610.05492 https://dl.acm.org/doi/abs/10.1145/3298981?casa_token=4kytV-24vgUAAAAA:BXHZafaHQW1A7_VYHsxnKmXmA0DHC7XrU4WzCjGj4l-hNow1-Pu1bw4Ste97yw5gZ9jjOwITczWHbQ https://arxiv.org/abs/1712.07557 https://arxiv.org/abs/1611.04482 https://arxiv.org/abs/1811.12470 https://arxiv.org/abs/1908.07873 https://www.sciencedirect.com/science/article/abs/pii/S138650561830008X https://research.google/pubs/pub45648/ https://towardsdatascience.com/the-new-dawn-of-ai-federated-learning-8ccd9ed7fc3a https://federated.withgoogle.com/ https://towardsdatascience.com/the-new-dawn-of-ai-federated-learning-8ccd9ed7fc3a https://en.wikipedia.org/wiki/Federated_learning https://ai.googleblog.com/2017/04/federated-learning-collaborative.html

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Differential Privacy + Federated Learning Explained (+ Tutorial) | #AI101 | NatokHD