I see the eigenvalue in thine eye. I hear the tender tensor in thy sigh.
Seattle, WA
Joined September 2015
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New paper our! It was an absolute pleasure working with a ton of talented people across Google Research, DeepMind and multiple universities - to deeply explore what it will mean to have intelligent AI assistants present and integrated in our digital lives.
1. What are the ethical and societal implications of advanced AI assistants? What might change in a world with more agentic AI?
Our new paper explores these questions:
storage.googleapis.com/deepm…
It’s the result of a one year research collaboration involving 50+ researchers… a🧵
I also want to say that of all the mega-papers I've worked on, this one is by far the most readable: skimmable from the top, and well-organized for deep-dives. Kudos to the primary authors/editors @IasonGabriel, @Arianna_Manzini, Geoff Keeling!
Alex Ingerman retweeted
Some really great visualizations and demonstrations by @adamrpearce and @nicki_mitch around the key ideas behind Federated Learning, and how it enables learning communally-useful ML models without ever bringing all the raw data together.
Most machine learning models are trained by collecting vast amounts of data on a central server. @nicki_mitch and I looked at how federated learning makes it possible to train models without any user's raw data leaving their device.
pair.withgoogle.com/explorab…
Just dropped: an interactive federated learning+privacy explorable from @GoogleAI PAIR! Don't miss the in-browser simulation of FL and differential privacy being used to protect outlier data points - try the different parameters to get an intuition for privacy/utility trade-offs.
Most machine learning models are trained by collecting vast amounts of data on a central server. @nicki_mitch and I looked at how federated learning makes it possible to train models without any user's raw data leaving their device.
pair.withgoogle.com/explorab…
Alex Ingerman retweeted
Introducing a proof-of-concept production deployment of a next-word-prediction model for Spanish-language #Gboard users that was trained using #FederatedLearning while providing a rigorous #DifferentialPrivacy guarantee. Learn how it was done ↓ goo.gle/3hrWoF3
Alex Ingerman retweeted
"How Close Are We to AI?"
@blaiseaguera & I will discuss/debate this question, especially w/respect to "understanding" in neural network language models.
Town Hall Seattle March 4, 2022, 7:30pm PST.
In person in Seattle or watch livestream.
townhallseattle.org/event/bl…
Alex Ingerman retweeted
Wild mammal biomass has declined by 85% since the rise of humans. Today, humans represent aproximately 34% of global mammal biomass, while 62% is humans' livestock and pets. Wild mammals are just 4% [read more: ourworldindata.org/mammals]
Alex Ingerman retweeted
Introducing Federated Reconstruction, an approach that enables scalable partially local #FederatedLearning and thus avoids revealing privacy-sensitive data. Read all about our approach, including how it was successfully deployed to Gboard ↓ goo.gle/3F2Cf2t
Alex Ingerman retweeted
#RT @ctisus: RT @whitneyfishman: Yes @ctisus !!! EDRN's Pancreatic Cancer Detection Group Teams With Rhino Health to Leverage Federated Learning and Accelerate Medical Research finance.yahoo.com/news/edrns…
Alex Ingerman retweeted
Today we describe how we improved the performance of Smart Text Selection on #Android by using #FederatedLearning to train the model on more realistic data while preserving user privacy. Learn all about it below: goo.gle/3FCSRhd
Alex Ingerman retweeted
Federated Learning and Privacy
Building privacy-preserving systems for machine learning and data science on decentralized data
Intro to federated learning and analytics, minimizing privacy risks to individuals and data custodians
queue.acm.org/detail.cfm?id=…
@kbonawitz @KairouzPeter
Alex Ingerman retweeted
Do you want to master Federated Learning and Analytics, Personalization, Differential Privacy, and @TensorFlow Federated? We are hosting a one-of-a-kind @GoogleAI workshop on Nov 10 with thrilling talks and discussions. Register now to reserve a spot! events.withgoogle.com/federa…
Alex Ingerman retweeted
So excited for our second #TechTalk at @privacyhub_bru!
We are honoured to host an interdisciplinary panel w/ #YoninaEldar @WeizmannScience, @fborgesius, @alex_ingerman, Ludmila Georgieva. What's in the (sand)box? #FederatedLearning!
13Apr 5PM
Register at tinyurl.com/3865ucea
Alex Ingerman retweeted
Interested in learning more about an open-source framework for ML and computations on decentralized data? Join researcher @KairouzPeter on July 31st for the Federated Learning Workshop using @TensorFlow Federated, on @YouTube Live. You can register now at events.withgoogle.com/demost…
Exciting news!! Due to high interest in the workshop, we decided to transition our @GoogleAI Federated Learning and @TensorFlow Federated Workshop to take place on @YouTube Live and reopened registration. Please register if you are interested in attending.
Alex Ingerman retweeted
Exciting news!! Due to high interest in the workshop, we decided to transition our @GoogleAI Federated Learning and @TensorFlow Federated Workshop to take place on @YouTube Live and reopened registration. Please register if you are interested in attending.
Do you want to master Federated Learning and @TensorFlow Federated (TFF)? We are hosting a one-of-a-kind @GoogleAI Workshop on Federated Learning using TFF. Register for free now! Spots are limited.
@JeffDean @blaiseaguera @Google @TensorFlo @PyTorch
events.withgoogle.com/demost…
Alex Ingerman retweeted
Do you want to master Federated Learning and @TensorFlow Federated (TFF)? We are hosting a one-of-a-kind @GoogleAI Workshop on Federated Learning using TFF. Register for free now! Spots are limited.
@JeffDean @blaiseaguera @Google @TensorFlo @PyTorch
events.withgoogle.com/demost…
Alex Ingerman retweeted
Tackling privacy from a different angle 🔐📐
We are pleased to share membership interference tests to help developers build more private models, explore better architecture choices, use regularization techniques, and more.
Check it out → goo.gle/2B5jnEt
ALT Membership privacy model
Alex Ingerman retweeted
Today we’re introducing federated analytics, the practice of applying data science methods to the analysis of data stored on devices, while maintaining user privacy and security. Learn more about this approach below: goo.gle/2B5r9hb
