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Automotive
The complicated TreeShap XAI algorithm for automative is very computationally expensive, making it very hard to deploy for Automative AI problems. It is also difficult to map to hardware accelerators such as GPUs. AI4SEC is working on implementing GPU&FPGATreeShap with approximate Gradient boosting histogram based algorithms.
Finance
Financial transactions (e.g. Credit card) fraud identified x15 times faster with AI4SEC HW Accelerated Algorithms. (XGBoost etc)
Manufacturing
Hardware Acceleration of Digital twin AI algorithms for Manufacturing
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