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Wednesday, October 9, 2024

Accelerated Computing Key to Yale’s Quantum Analysis



A not too long ago launched joint analysis paper by NVIDIA, Moderna and Yale evaluations how strategies from quantum machine studying (QML) could improve drug discovery strategies by higher predicting molecular properties.

Finally, this might result in the extra environment friendly era of recent pharmaceutical therapies.

The assessment additionally emphasizes that the important thing device for exploring these strategies is GPU-accelerated simulation of quantum algorithms.

The examine focuses on how future quantum neural networks can use quantum computing to boost current AI strategies.

Utilized to the pharmaceutical trade, these advances supply researchers the flexibility to streamline advanced duties in drug discovery.

Researching how such quantum neural networks influence real-world use circumstances like drug discovery requires intensive, large-scale simulations of future noiseless quantum processing models (QPUs).

This is only one instance of how, as quantum computing scales up, an rising variety of challenges are solely approachable with GPU-accelerated supercomputing.

The assessment article explores how NVIDIA’s CUDA-Q quantum improvement platform gives a novel device for operating such multi-GPU accelerated simulations of QML workloads.

The examine additionally highlights CUDA-Q’s means to simulate a number of QPUs in parallel. It is a key means for finding out real looking large-scale gadgets, which, on this explicit examine, additionally allowed for the exploration of quantum machine studying duties that batch coaching information.

Most of the QML strategies coated by the assessment — equivalent to hybrid quantum convolution neural networks — additionally require CUDA-Q’s means to write down applications interweaving classical and quantum assets.

The elevated reliance on GPU supercomputing demonstrated on this work is the most recent instance of NVIDIA’s rising involvement in growing helpful quantum computer systems.

NVIDIA plans to additional spotlight its position in the way forward for quantum computing on the SC24 convention, Nov. 17-22 in Atlanta.



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