DarwinAI is an Artificial Intelligence startup located in Waterloo, Ontario, Canada. Based on years of distinguished scholarship by its academic founders, DarwinAI's technology enables accelerated deep learning at the edge through its unique approach to building optimized deep neural networks. Specifically, our patented Generative Synthesis technology automatically generates highly optimized deep neural networks that are orders of magnitude smaller without sacrificing functional accuracy. Moreover, the Generative Synthesis technology understands the inner workings of deep neural networks to facilitate ‘explainable’ deep learning - the ability to understand why a network makes the decisions it does. DarwinAI’s two core offerings – optimization and explainability – enable powerful deep neural networks to be deployed in edge-based scenarios where computational and bandwidth resources are limited. In addition, our technology addresses privacy and performance concerns by enabling sensitive data to be processed locally, reducing the need to send it to the cloud while dramatically improving inference speed.darwinai.ca
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