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Customizing Neural Machine Translation Models with NVIDIA NeMo, Part 1

Decorative image of a globe surrounded by people speaking and texting in different languages, with the text Part 1.Neural machine translation (NMT) is an automatic task of translating a sequence of words from one language to another. In recent years, the development of…Decorative image of a globe surrounded by people speaking and texting in different languages, with the text Part 1.

Neural machine translation (NMT) is an automatic task of translating a sequence of words from one language to another. In recent years, the development of attention-based transformer models has had a profound impact on complicated language modeling tasks, which predict the next upcoming token in the sentence. NMT is one of the typical instances. There are plenty of open-source NMT models…

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Customizing Neural Machine Translation Models with NVIDIA NeMo, Part 2

Decorative image of a globe surrounded by people speaking and texting in different languages, with the text Part 2.In the first post, we walked through the prerequisites for a neural machine translation example from English to Chinese, running the pretrained model with NeMo,…Decorative image of a globe surrounded by people speaking and texting in different languages, with the text Part 2.

In the first post, we walked through the prerequisites for a neural machine translation example from English to Chinese, running the pretrained model with NeMo, and evaluating its performance. In this post, we walk you through curating a custom dataset and fine-tuning the model on that dataset. Custom data collection is crucial in model fine-tuning because it enables a model to adapt to…

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Drug Discovery, STAT! NVIDIA, Recursion Speed Pharma R&D With AI Supercomputer

Described as the largest system in the pharmaceutical industry, BioHive-2 at the Salt Lake City headquarters of Recursion debuts today at No. 35, up more than 100 spots from its predecessor on the latest TOP500 list of the world’s fastest supercomputers. The advance represents the company’s most recent effort to accelerate drug discovery with NVIDIA
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NVIDIA Grace Hopper Ignites New Era of AI Supercomputing

Driving a fundamental shift in the high-performance computing industry toward AI-powered systems, NVIDIA today announced nine new supercomputers worldwide are using NVIDIA Grace Hopper™ Superchips to speed scientific research and discovery. Combined, the systems deliver 200 exaflops, or 200 quintillion calculations per second, of energy-efficient AI processing power.

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NVIDIA Accelerates Quantum Computing Centers Worldwide With CUDA-Q Platform

NVIDIA today announced that it will accelerate quantum computing efforts at national supercomputing centers around the world with the open-source NVIDIA CUDA-Q™ platform.

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Dial It In: Data Centers Need New Metric for Energy Efficiency

Data centers need an upgraded dashboard to guide their journey to greater energy efficiency, one that shows progress running real-world applications. The formula for energy efficiency is simple: work done divided by energy used. Applying it to data centers calls for unpacking some details. Today’s most widely used gauge — power usage effectiveness (PUE)  —
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Generating Science: NVIDIA AI Accelerates HPC Research

Generative AI is taking root at national and corporate labs, accelerating high-performance computing for business and science. Researchers at Sandia National Laboratories aim to automatically generate code in Kokkos, a parallel programming language designed for use across many of the world’s largest supercomputers. It’s an ambitious effort. The specialized language, developed by researchers from several
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NVIDIA Blackwell Platform Pushes the Boundaries of Scientific Computing

Quantum computing. Drug discovery. Fusion energy. Scientific computing and physics-based simulations are poised to make giant steps across domains that benefit humanity as advances in accelerated computing and AI drive the world’s next big breakthroughs. NVIDIA unveiled at GTC in March the NVIDIA Blackwell platform, which promises generative AI on trillion-parameter large language models (LLMs)
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Advanced AI and Retrieval-Augmented Generation for Code Development in High-Performance Computing

Decorative image of multimodal RAG workflow.In the rapidly evolving field of software development, AI tools such as chatbots and GitHub Copilot have significantly transformed how developers write and…Decorative image of multimodal RAG workflow.

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Enabling Quantum Computing with AI

Building a useful quantum computer in practice is incredibly challenging. Significant improvements are needed in the scale, fidelity, speed, reliability, and…

Building a useful quantum computer in practice is incredibly challenging. Significant improvements are needed in the scale, fidelity, speed, reliability, and programmability of quantum computers to fully realize their benefits. Powerful tools are needed to help with the many complex physics and engineering challenges that stand in the way of useful quantum computing.

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