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Hot Chips 34

Cerebras Architecture Deep Dive: First Look Inside the HW/SW Co-Design for Deep Learning

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Sean Lie

Sean Lie, Co-Founder and Chief Hardware Architect


Cerebras Session time: August 23, 2022 @ 10:30 AM PT
Cerebras Session Title: Cerebras Architecture Deep Dive: First Look Inside the HW/SW Co-Design for Deep Learning

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Cerebras Architecture Deep Dive: First Look Inside the HW/SW Co-Design for Deep Learning

Our ML-optimized architecture enables the largest models to run on a single device. With data parallel-only scale out and native unstructured sparsity acceleration, Cerebras is making large models available to everyone. (Talk from Hot Chips 34.)

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Whitepaper

Deep Learning Programming at Scale

Deep learning has become one of the most important computational workloads of our generation, but it is profoundly computationally intensive. Today, large neural networks are often trained using large clusters of graphics processing units (GPUs). These clusters are expensive, complicated to program, and can take weeks to train a network.

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Video

Thinking Outside the Die, Part 1: The Grand Challenge

We started Cerebras with a vision to drastically change the landscape of compute for AI. In this five-part series, Sean Lie, Co-Founder and Chief Hardware Architect at Cerebras Systems shares some of the “outside the die” thinking we believe is necessary to meet the demands of ML in the future.