What is AI Unlearning? Why should your business care? Removing data from AI can be a legal requirement but it is a technical challenge for advanced AI.
stars visible in the background, in this photo illustration. EU policymakers are reaching a political agreement that is poised to become the global benchmark for regulating Artificial Intelligence, in Brussels, Belgium, on December 12, 2023. The AI revolution has so many dimensions that are important for business.
Another unique benefit of AI that becomes a further hurdle to unlearning is the ability to leverage one AI to create another. Through technologies like, an AI model that has already learned can be used as the base to create a second model. While this is tremendously helpful in speeding up model creation and lowering model costs, it has the added complexity that whatever the original model has not forgotten is also now in its derivative.
, cleanly and completely. Legal requirements sometimes require the secure deletion of data records after some time. Computer technologies from databases to storage devices have mechanisms for secure deletion specifically designed to meet the regulatory and customer needs for security, privacy, etc. AI presents a challenge to these policies. Information that was once part of an AI training will now persist in that AI long after secure deletion has been performed on the information itself.
Other concerns include the need to remove data that is found to be inappropriate in some way. For example, data found to be biased should be removed. In the case of Generative AI, businesses may need to remove training content if it is found to violate copyright restrictions or is determined to be fake.Understand what data was used to train your AI models. If you bought your models from another vendor , ensure you understand who is liable for data ethics violations.
Stay on top of the latest technology in AI Unlearning. As products roll out with unlearning capabilities, this will help your business understand how to integrate them into your AI pipelines.
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