Differential Privacy in 30 seconds

AI Coffee Break with Letitia
4,270 views โ€ข

Full video: ๐ŸŽฅ https://youtu.be/UwX5zzjwb_g Large language models often memorize what they see โ€” even a single phone number or address can stick forever in their weights. Googleโ€™s new VaultGemma changes that: itโ€™s the first open-weight LLM trained from scratch with differential privacy, meaning secrets seen seldomly during training leaves no trace. ๐Ÿ‘‰ In this video, we explain Differential Privacy through the concrete example of VaultGemma โ€” how it works, why it matters, and what it means for the future of trustworthy AI. AI Coffee Break Merch! ๐Ÿ›๏ธ https://aicoffeebreak.creator-spring.com/ Thanks to our Patrons who support us in Tier 2, 3, 4: ๐Ÿ™ Vignesh Valliappan, Ivan Janov, Sunny Dhiana, Andy Ma โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€ ๐Ÿ”ฅ Optionally, pay us a coffee to help with our Coffee Bean production! โ˜• Patreon: https://www.patreon.com/AICoffeeBreak Ko-fi: https://ko-fi.com/aicoffeebreak Join this channel as a Bean Member to get access to perks: https://www.youtube.com/channel/UCobqgqE4i5Kf7wrxRxhToQA/join โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€ ๐Ÿ”— Links: AICoffeeBreakQuiz: https://www.youtube.com/c/AICoffeeBreak/community Twitter / X: https://twitter.com/AICoffeeBreak LinkedIn: https://www.linkedin.com/in/letitia-parcalabescu/ Threads: https://www.threads.net/@ai.coffee.break Bluesky: https://bsky.app/profile/aicoffeebreak.bsky.social Reddit: https://www.reddit.com/r/AICoffeeBreak/ YouTube: https://www.youtube.com/AICoffeeBreak Substack: https://aicoffeebreakwl.substack.com/ Web: https://explanationmark.de/letitia https://aicoffeebreak.com #AICoffeeBreak #MsCoffeeBean #MachineLearning #AI #researchโ€‹ Video editing: Nils Trost

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