Testing AI systems – Why didn’t anybody else think of it?
What started as a desire to research testing of AI systems led to building a unique product for improving the quality of AI systems. The experience of delivering AI systems in areas ranging from agritech to med tech exposed us to the lack of techniques, tools and procedures for testing AI. It made us aware of the challenges of testing AI systems namely
This talk is about presenting a bird’s-eye view of testing challenges of AI systems and how to overcome them. Key techniques that we cover and demonstrate are metamorphic testing, explainability, testing for adversarial robustness and coverage measures for neural networks. These are demonstrated using a unique, one-of-its-kind, made-in-India, research driven product named AIEnsured.
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