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Say goodbye to being hindered by sensitive data.

Antigranular is your platform to learn, explore, and sharpen your data privacy skills. Unlock the full potential of world's most impactful data, such as personal, financial, and trade secrets, while maintaining utmost privacy.

PETs: Empowering you with unbreakable privacy.

Antigranular is a community-driven, open-source platform that merges confidential computing and differential privacy. This creates a secure environment for handling unseen confidential data.

Prove you can be a data science master, even with eyes closed.

Start leveraging the Antigranular library now, with seamless integration into any Jupyter Notebook environment. Showcase your abilities and compete for the best accuracy models without compromising privacy.

Join a data science competition today
Master privacy-enhancing technologies, showcase your skills in balancing accuracy and privacy by participating in community competitions.
Be part of our communityJoin our rapidly expanding global network, spanning across 33 countries worldwide.Connect with other privacy-minded data scientists, ask questions, exchange knowledge, and play an active role in the growth of our community.Join Discord
Antigranular in a nutshell: what's inside?

Make privacy become %%Magic

Toggle between confidential compute and regular code blocks with only four characters. Available from all notebooks:

Learn about confidential compute

From privacy violations to native errors

It may look and feel like standard Python, but any attempt to reveal sensitive data will raise a firm exception.

Learn about Private Python

Supporting the best in class disclosure control frameworks

Only differentially private results can be printed or exported back to your local session. Get started by using any of the most popular packages:

OpenDPSmartNoiseDiffPrivLib

Learn more about differential privacy

The quickest of quick Starts

Quick and easy to install from within Jupyter notebooks.

Tested on all major operating systems.

Learn about OS support & troubleshooting
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The world's most impactful data sits behind closed doors. Privacy technologies hold the key to unlocking its potential.Step into the forefront of data science, where you can experience algorithmic transparency while ensuring data processing opacity and safeguarding against the reverse engineering of sensitive data sources.I want to know more