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Differential Privacy + Federated Learning Explained (+ Tutorial) | #AI101
ChannelJordan HarrodDescription from the creator
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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: colab.research.google.com/drive/11jAZ5Xb4UAhO5I…
Become a Patron! patreon.com/everydAI
Twitter - twitter.com/jordanbharrod
Instagram - instagram.com/jordanbharrod
Thank you to Kasia, Jeff, Gerald, Milan, Ian, Becky, Jino, Daniel, Narskogr, Jason, and Mariano for being $5+/month Patrons!
Sources:
arxiv.org/pdf/1412.7584.pdf
people.eecs.berkeley.edu/~stephentu/writeups/68…
towardsdatascience.com/understanding-differenti…
en.wikipedia.org/wiki/Differential_privacy
arxiv.org/abs/1610.05492
dl.acm.org/doi/abs/10.1145/3298981?casa_token=4…
arxiv.org/abs/1712.07557
arxiv.org/abs/1611.04482
arxiv.org/abs/1811.12470
arxiv.org/abs/1908.07873
sciencedirect.com/science/article/abs/pii/S1386…
research.google/pubs/pub45648/
towardsdatascience.com/the-new-dawn-of-ai-feder…
federated.withgoogle.com/
towardsdatascience.com/the-new-dawn-of-ai-feder…
en.wikipedia.org/wiki/Federated_learning
ai.googleblog.com/2017/04/federated-learning-co…
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: colab.research.google.com/drive/11jAZ5Xb4UAhO5I…
Become a Patron! patreon.com/everydAI
Twitter - twitter.com/jordanbharrod
Instagram - instagram.com/jordanbharrod
Thank you to Kasia, Jeff, Gerald, Milan, Ian, Becky, Jino, Daniel, Narskogr, Jason, and Mariano for being $5+/month Patrons!
Sources:
arxiv.org/pdf/1412.7584.pdf
people.eecs.berkeley.edu/~stephentu/writeups/68…
towardsdatascience.com/understanding-differenti…
en.wikipedia.org/wiki/Differential_privacy
arxiv.org/abs/1610.05492
dl.acm.org/doi/abs/10.1145/3298981?casa_token=4…
arxiv.org/abs/1712.07557
arxiv.org/abs/1611.04482
arxiv.org/abs/1811.12470
arxiv.org/abs/1908.07873
sciencedirect.com/science/article/abs/pii/S1386…
research.google/pubs/pub45648/
towardsdatascience.com/the-new-dawn-of-ai-feder…
federated.withgoogle.com/
towardsdatascience.com/the-new-dawn-of-ai-feder…
en.wikipedia.org/wiki/Federated_learning
ai.googleblog.com/2017/04/federated-learning-co…
About this tutorial
Jordan Harrod published this 7:26 video tutorial on February 29, 2020. It has been watched 22,152 times on YouTube.
- Channel
- Jordan Harrod
- Category
- Science & Technology
- Duration
- 7:26
- Published
- February 29, 2020
- Views
- 22,152
- Likes
- 1,178
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This tutorial in other languages
- FRDifferential Confidentialité + Federated apprentissage Explained (+ Tutorial) | # AI101
- ESPrivacidad diferencial + Federados de aprendizaje contó (+ Tutorial) | # AI101
- PTDiferencial de Privacidade + Federated Aprendizagem Explicada (+ Tutorial) | # AI101
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