How to co-design software/hardware architecture for AI/ML in a new era?

A holistic view of designing efficient architecture for AI/ML

State-of-the-art generative AI technologies in computer vision, natural language processing, etc. have been exploding recently with research breakthroughs on innovative model architectures including stable diffusion, neural rendering (NeRF), text to 3D, large language models(LLM), and more. These advanced technologies require more complex AI networks, and demand orders of magnitude more compute resources and energy-efficient architecture.

To fulfill the above-mentioned architectural requirement, bridging the gap between hardware(HW) and software(SW)/algorithm design is essential. …

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