TF Encrypted

A Framework for Confidential Machine Learning with Encrypted Data. Open source and community focused.

[TF Encrypted @tf_encrypted]

Exciting news from @capeprivacy, focusing on making privacy tech more accessible!

[Cape.ai @cape_ai_]

Privacy + data science focused collaboration creates remarkable changes! We believe in breaking out of the outdated governance models and into a more collaborative and value-driven future. Check out https://t.co/AYD3hZICwv and let us know what you think. 🙏🌎💪 #OpenSource

[TF Encrypted @tf_encrypted]

Recent paper on collaborative learning with @tf_encrypted accepted for Trustworthy ML workshop at ICLR!

[TF Encrypted @tf_encrypted]

Exciting work from core contributor @YannDupis on how to bring better type-safety and performance to encrypted machine learning in @TensorFlow!

[Yann Dupis @YannDupis]

I played with an encrypted inference toy example classifying images of digits from MNIST using Swift for @TensorFlow . It’s been really fun to experiment with S4TF :)
https://t.co/2SvTroR8PS

[TF Encrypted @tf_encrypted]

Watch this walkthrough of how to do collaborative fraud detection using TF Encrypted! https://t.co/jB0a2HR8d8

[TF Encrypted @tf_encrypted]

Thank you for the mention! 🙏 Suggested missing link: https://t.co/rLO0EVrYMj

[VentureBeat @VentureBeat]

AI has a privacy problem, but these techniques could fix it https://t.co/59NHGVEPfI by @Kyle_L_Wiggers

[TF Encrypted @tf_encrypted]

We are super excited to introduce the Alibaba Gemini Lab from @AlibabaGroup as our newest organizational contributor! They recently obtained 1st place in the iDASH competition (more to come!) and are now generously contributing the extension of @tf_encrypted used! 🙌😍

[Morten Dahl @mortendahlcs]

So many security-related projects have shields in their logos; did you notice that the @tf_encrypted logo instead hints at collaboration and bringing data together? 🙃

[Cape.ai @cape_ai_]

We’re publishing a blog post today about bringing federated learning (FL) and secure aggregation together in @TensorFlow 2.0. It contains a detailed explanation of both concepts and a full example.

https://t.co/yegYIUpAtD

[OpenMined @openminedorg]

Excited about the new support for @TensorFlow 2.0 in #PySyft, but want to see more?

Apply to join the TensorFlow development team!

Roadmap:
- full TensorFlow API support
- integrations w/ TF Privacy, @tf_encrypted & TF Federated,
- and more!

Apply: https://t.co/zyylp3gDFl

[Cape.ai @cape_ai_]

At @TensorFlowWorld and interested in privacy-preserving machine learning?

Don’t miss our tutorial Oct 29th @ 1:30 PM on how to use sensitive data to train and deploy models using @TensorFlow, @openminedorg’s PySyft, and @tf_encrypted.

https://t.co/1F3sqFb6C0

[OpenMined @openminedorg]

#PySyft now supports @TensorFlow thanks to the team @dropoutlabsai!

PySyft-TensorFlow supports remote execution of

- Tensors
- Variables
- #Keras Models

We plan to support

- @tf_encrypted
- TF #Privacy
- TF #Federated

in the very near future!!

Blog: https://t.co/cm4MHX3klg

[Ed Sim @edsim]

Not all github stars have the same value. One would clearly expect more from a database like @TimescaleDB than a privacy preserving machine learning project @tf_encrypted - when raising next round think about what you are optimzing for

[Morten Dahl @mortendahlcs]

Super exciting news from Facebook AI re encrypted computations for ML in @PyTorch https://t.co/oDOrxND1eU

[TensorFlowWorld @TensorFlowWorld]

Join the @dropoutlabs team for a tutorial at #TFWorld Oct 29: Privacy-Preserving Machine Learning with #TensorFlow and TF Encrypted https://t.co/jevfTHu7pb

[TF Encrypted @tf_encrypted]

A huge thank you to everyone for helping us pass ✨400 stars ✨ on GitHub! https://t.co/UBUfAQSyHi

[Fadi Badine 🇬🇷 🇱🇧 @fadibadine]

From medical apps to banking ones, @tf_encrypted allows you to build and deploy models using encrypted data.
Check out this blog to see how easy it is to create your model while keeping sensitive information private & unreadable by anyone including you.
#TensorFlow #DeepLearning

[François Chollet @fchollet]

Encrypted Deep Learning training & inference with TF Encrypted Keras

https://t.co/9hsDIrgtqX

[Cape.ai @cape_ai_]

We are super pleased to announce the addition of a Keras compatible API to @tf_encrypted! You can now define encrypted machine learning models using an API you know and love in @TensorFlow. Read on below for more 👇

https://t.co/xaQkhDjNsN

[Cape.ai @cape_ai_]

We’re super pleased to announce TF SEAL, a bridge between @TensorFlow and @MSFTResearch’s SEAL. TF SEAL makes it easier to create homomorphically encrypted TensorFlow operations bringing deep learning and HE together.
https://t.co/gYIufkZZTn

[jason @jvmncs]

Looking forward to demoing @tf_encrypted and meeting all the attendees!