Deep Learning Archives - High-Performance Computing News Analysis | insideHPC https://insidehpc.com/tag/deep-learning/ At the Convergence of HPC, AI and Quantum Wed, 17 Apr 2024 16:55:22 +0000 en-US hourly 1 https://wordpress.org/?v=6.5.3 57143778 HPC News Bytes 20240415: Intel Gaudi 3, Meta’s MTIA Chip, Easing GPU Shortages, AI Category Theory, China’s Growth Strategy https://insidehpc.com/2024/04/hpc-news-bytes-20240415-intel-gaudi-3-metas-mtia-chip-easing-gpu-shortages-ai-category-theory-chinas-growth-strategy/ https://insidehpc.com/2024/04/hpc-news-bytes-20240415-intel-gaudi-3-metas-mtia-chip-easing-gpu-shortages-ai-category-theory-chinas-growth-strategy/#respond Mon, 15 Apr 2024 15:35:16 +0000 https://insidehpc.com/?p=93837

Happy Tax Day to you! Here’s a quck (6:23) romp through recent news from the world of HPC-AI, including: Intel's Gaudi 3 GPU and Xeon-6 CPU, Meta's new accelerator chip, GPU shortage easing....

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For DoD Only: AWS Announces Snowblade Edge Device https://insidehpc.com/2023/06/for-dod-only-aws-announces-snowblade-edge-device/ Wed, 07 Jun 2023 17:04:57 +0000 https://insidehpc.com/?p=91714

June 6, 2023 — Amazon Web Services announced the availability of AWS Snowblade for the U.S. Department of Defense Joint Warfighting Cloud Capability (JWCC) contract customers. It is designed to provide AWS compute, storage and other hybrid services in remote locations, including Denied, Disrupted, Intermittent, and Limited (DDIL) environments for the DoD. AWS Snowblade is […]

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Conventional Wisdom Watch: Matsuoka & Co. Take on 12 Myths of HPC https://insidehpc.com/2023/01/conventional-wisdom-watch-matsuoka-co-take-on-12-myths-of-hpc/ Wed, 11 Jan 2023 23:24:39 +0000 https://insidehpc.com/?p=90826

A group of HPC thinkers, including the estimable Satoshi Matsuoka of the RIKEN Center for Computational Science in Japan, have come together to challenge common lines of thought they say have become, to varying degrees, accepted wisdom in HPC. In a paper entitled “Myths and Legends of High-Performance Computing” appearing this week on the Arvix […]

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Overcoming Challenges to Deep Learning Infrastructure https://insidehpc.com/2022/11/overcoming-challenges-to-deep-learning-infrastructure/ Thu, 10 Nov 2022 13:20:01 +0000 https://insidehpc.com/?p=90466

With use cases like computer vision, natural language processing, predictive modeling, and much more, deep learning (DL) provides the kinds of far-reaching applications that change the way technology can impact human existence. The possibilities are limitless, and we’ve just scratched the surface of its potential. There are three significant obstacles for you to be aware of when designing a deep learning infrastructure: scalability, customizing for each workload, and optimizing workload performance.

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The speed, power, and accuracy of deep learning provides the critical edge that enterprises need to regain the advantage. https://insidehpc.com/white-paper/the-speed-power-and-accuracy-of-deep-learning-provides-the-critical-edge-that-enterprises-need-to-regain-the-advantage/ https://insidehpc.com/white-paper/the-speed-power-and-accuracy-of-deep-learning-provides-the-critical-edge-that-enterprises-need-to-regain-the-advantage/#respond Mon, 07 Nov 2022 20:07:14 +0000 https://insidehpc.com/?post_type=wpdmpro&p=90461

Machine intelligence is influencing all aspects of cybersecurity. Organizations are implementing AI-based security to analyze event data using ML models that identify attack patterns and increase automation. Before security teams can take advantage of AI and ML tools, they need to know what is possible. This report covers: How to assess the vendor’s AI/ML claims […]

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Recent Results Show HBM Can Make CPUs the Desired Platform for AI and HPC https://insidehpc.com/2022/11/recent-results-show-hbm-can-make-cpus-the-desired-platform-for-ai-and-hpc/ https://insidehpc.com/2022/11/recent-results-show-hbm-can-make-cpus-the-desired-platform-for-ai-and-hpc/#comments Fri, 04 Nov 2022 13:00:22 +0000 https://insidehpc.com/?p=90441

Third-party performance benchmarks show CPUs with HBM2e memory now have sufficient memory bandwidth and computational capabilities to match GPU performance on many HPC and AI workloads. Recent Intel and third-party benchmarks now provide hard evidence that the upcoming Intel® Xeon® processors codenamed Sapphire Rapids with high bandwidth memory (fast, high bandwidth HBM2e memory) and Intel® Advanced Matrix Extensions can match the performance of GPUs for many AI and HPC workloads.

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How Well-Designed Infrastructure Can Overcome Challenges to Big Data Analytics Workloads https://insidehpc.com/2022/10/how-well-designed-infrastructure-can-overcome-challenges-to-big-data-analytics-workloads/ Thu, 06 Oct 2022 12:59:13 +0000 https://insidehpc.com/?p=90234

In this sponsored post, our friends over at Silicon Mechanics discuss how using big data analytics and predictive analytics through deep learning (DL) are essential strategies to make smarter, more informed decisions and provide competitive advantages for your organization. But these tactics are not simple to execute, and they require a properly designed hardware infrastructure.

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Overcome Form Factor and Field Limitations with AI/HPC Workloads on the Edge https://insidehpc.com/2022/07/overcome-form-factor-and-field-limitations-with-ai-hpc-workloads-on-the-edge/ Mon, 11 Jul 2022 13:00:37 +0000 https://insidehpc.com/?p=89892

In this sponsored post, our friends over at Silicon Mechanics discuss how form factor, latency, and power can all be key limitations, but find out how key advancements in technology will allow higher performance at the edge. For this discussion, the edge means any compute workloads taking place outside of both cloud and traditional on-prem data centers.

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Exascale in China? 40 Million Cores Used for Many-Body Quantum Simulation https://insidehpc.com/2022/04/exascale-in-china-40-million-cores-used-for-many-body-quantum-simulation/ Thu, 21 Apr 2022 19:56:24 +0000 https://insidehpc.com/?p=89515

For several years, some in the HPC community have suspected China of sandbagging the world on its true supercomputing capabilities. Those suspicions may have been confirmed with the publication of a research paper last week in which Chinese university researchers reported that 40 million heterogeneous cores within China’s Sunway supercomputer have been directed at a […]

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insideHPC Guide to NVIDIA EGX Platform: One Architecture for Every Workload – Part 3 https://insidehpc.com/2022/02/insidehpc-guide-to-nvidia-egx-platform-one-architecture-for-every-workload-part-3/ Wed, 23 Feb 2022 14:00:42 +0000 https://insidehpc.com/?p=89151

[SPONSORED POST] This technology guide sponsored by PNY describes how the NVIDIA® EGX™ Platform provides a single architecture to meet every data center workload need. PNY aids in GPU selection and testing allowing partners to equip customers with the best NVIDIA EGX Platform solution based on their needs.

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