Building trustworthy AI
Why do we care
AI is changing the world, and we believe it must serve people, not compel them. AI should be a trustworthy cog to be used in society. How can we trust what is not understood?
Moreover, since April 2016, the General Data Protection Regulation (GDPR) gives a right to algorithmic decision explanation to EU citizens. There is a need for control and mastery over AI for our society to embrace the AI revolution.
It is why, at Disaitek, we are building expertise to understand AI in action, explain their decision, analyze their biases and test their robustness in an adversarial setup.
Deploy your ML
with trust and control
We created ML Audit, a consulting service, designed to give you the tools to master your AI service. We analyse the training data and the trained ML with state-of-the-art research method to understand the ML decisions, biases, feature importance and explore its robustness from an attacker's perspective.
How do we proceed
We analyse your dataset and your ML to extract valuable information.
Feature correlation & distribution analysis, feature imbalance, feature selection ...
Regarding these information, we decide together if a corrective procedure on the ML or the dataset is needed.
Word embedding debiasing, neural network weights debiasing, ML decision explanation, adversarial sample / privacy leakage / data poisonning contermeasures ...
We define with you the measure of success.
Leveraging the tradeoff between corrective measures & performance.
When the work is done, you gain control and mastery over your ML, you can deploy it trusting its decisions.
About ML Security
Disaitek was founded with a single mission: to use AI to bring knowledge and to bring knowledge over AI.
We are an active player in the domains of AI Fairness / Bias, Security and Robustness. We have been selected in the The European AI Alliance , to participate to the design of the European AI ethics guidelines, and ensuring competitiveness of the European Region in the burgeoning field of Artificial Intelligence. We also contribute to several AI open-source projects like BERT, a large pre trained model that capture deep information about syntax and grammar of languages.
If you share our beliefs upon building trustworthy AI and we can help you for your business, contact us today. We will be thrilled to contribute to your success.