Matomo

Security of AI/ML systems, ML model security | Cossack Labs

🇺🇦 We stand with Ukraine, and we stand for Ukraine. We offer free assessment and mitigation services to improve Ukrainian companies security resilience.

Solution

AI/ML systems security

AI/ML is essential for modern businesses. It includes analysing customer behaviour and using data processing methods to deliver new value to customers. Novel technologies bring novel threats or exacerbate existing ones, and since they’re data-related and math-heavy, we’re often asked by our customers to help tackle them.

We design and build cryptographic solutions for AI/ML-driven businesses, including ML model security, DRM-like schemes and protecting ML models against reverse engineering attacks.

Typical challenges for AI/ML security

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Hard to balance

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Protecting ML models

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Customer privacy rights

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Data security concerns

Modern solutions

ML model security

Differential privacy

Inference/statistical security

Tools and services we offer

To be announced

To be announced

There's a product that we're preparing to address ML models security – Please stay tuned for further announcements.

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Themis

Themis

A cross-platform cryptographic library for mobile, web, and server platforms, which solves 90% of typical data protection use cases that are common for most apps. Themis helps to integrate application level encryption fast and easy.

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DRM-like ML-models protection

DRM-like ML-models protection

We’ve designed, implemented and co-maintained encryption-based protection with backend authorization for ML models that run on mobile applications, using CoreML, pytorch, TensorFlow.

Differential privacy systems

Differential privacy systems

We’ve designed differential privacy and statistical security-based data protection systems that respect individual GDPR rights while performing data processing.

Protection against statistical attacks

Protection against statistical attacks

We assist building anonymous de-identification schemes that enable statistical security against traditional and ML classification efforts with huge datasets.

Pragmatic security

Pragmatic security

Oftentimes, tools and methods are well-known, but having enough security experience to choose appropriate controls is what sets good ML security from "we've tried something".

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How we make a difference

Vast experience and expertise

Relevant experience in ML

Built to last

For innovators, by innovators

We've started Cossack Labs to develop new tools and methods for protecting the data and enabling novel solutions to emerging problems — so that at the edge of your innovation, you’ve already got fitting tools handy.

Contact us

There are many ways we can help: with our products, bespoke solutions, and engineering services. Leave your contact information to connect with our team:

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