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How NVIDIA Uses Machine Learning

186 engineering articles about Machine Learning from NVIDIA's engineering team

Articles

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The article discusses advancements in Vision Language Models (VLMs) and their susceptibility to adversarial attacks, particularly focusing on how image inputs can manipulate model outputs.
Joseph Lucas
9 min read
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Intermediate
The article discusses the development of an interactive AI agent designed to streamline machine learning workflows by leveraging GPU acceleration.
Allison Ding
7 min read
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Advanced
The article discusses practical security advice for Large Language Model (LLM) applications based on findings from the NVIDIA AI Red Team.
Rich Harang
7 min read
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Advanced
The article discusses the emerging threat of semantic prompt injections in multimodal AI systems, highlighting how adversaries can exploit visual inputs to bypass traditional security measures.
Daniel Teixeira
7 min read
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Intermediate
The article discusses the advancements in AI-powered climate modeling, specifically focusing on the ClimSim-Online framework developed by NVIDIA.
Zeyuan Hu
7 min read
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The article discusses the use of GPU acceleration to enhance performance in Apache Spark applications, highlighting the challenges of migrating workloads from CPUs to GPUs.
Matt Ahrens
9 min read
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Advanced
The article discusses the integration of NVIDIA NIM microservices into Azure AI Foundry, highlighting how this collaboration enhances enterprise AI development by enabling efficient deployment of A...
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The article discusses the NVIDIA NeMo Agent toolkit, an open-source library designed for building and optimizing AI agent workflows.
Wenqi Glantz
11 min read
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The article discusses the importance of structuring application prompts to enhance the security of key-value (KV) caching in large language model (LLM) applications.
Joseph Lucas
11 min read
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Intermediate
The article discusses the importance of GPU acceleration in data science, highlighting how NVIDIA's RAPIDS suite can significantly enhance performance for data processing tasks.
Allison Ding
8 min read
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Intermediate
The NVIDIA Deep Learning Institute has launched the Accelerated Data Science Teaching Kit, aimed at educators to enhance data science education.
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Intermediate
The article discusses how AI is transforming climate modeling by making it faster, more efficient, and environmentally friendly.
Michelle Horton
2 min read
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Intermediate
A new deep learning model developed by researchers at the University of Texas Southwestern Medical Center aims to reduce the need for invasive surgeries in diagnosing breast cancer metastasis.
Michelle Horton
4 min read
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The article discusses NVIDIA SHARP (Scalable Hierarchical Aggregation and Reduction Protocol), a technology that enhances performance in distributed computing by offloading collective communication...
Scot Schultz
7 min read
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The article discusses how machine learning, particularly through NVIDIA PhysicsNeMo and Fourier neural operators (FNOs), is transforming computational fluid dynamics (CFD) simulations by enhancing ...
Alexandra Junk
7 min read
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Intermediate
The article discusses how AI and robotics are transforming agriculture by enhancing productivity and sustainability.
Michelle Horton
2 min read
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Intermediate
NVIDIA showcased its AI security expertise at the Black Hat USA and DEF CON conferences, focusing on the evolving landscape of AI in cybersecurity.
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Intermediate
The article discusses how NVIDIA and Oracle are enhancing generative AI workloads through the integration of NVIDIA's accelerated computing platform with Oracle Cloud Infrastructure.
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The article discusses how Machine Learning algorithms, particularly through the AI-powered platform Croptimus by Fermata, are transforming agriculture by helping farmers combat crop loss due to pes...
Elias Wolfberg
3 min read
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Intermediate
This article discusses the application of generative AI models, specifically Variational Autoencoders (VAEs), in optimizing circuit design, particularly for prefix adders.
Jialin Song
6 min read
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Advanced
The article discusses the NVIDIA GH200 Grace Hopper Superchip, highlighting its significant advancements in energy efficiency and node consolidation for Apache Spark workloads.
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Intermediate
The article discusses HP 3D Printing's collaboration with NVIDIA to open-source AI surrogates for additive manufacturing using the NVIDIA PhysicsNeMo framework.
Rachel (Lei) Chen
6 min read
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Intermediate
The article discusses the vulnerabilities associated with tokenizers in Large Language Models (LLMs) and how malicious actors can exploit these weaknesses to compromise application integrity.
Joseph Lucas
6 min read
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Intermediate
The article highlights the top data science sessions from NVIDIA GTC 2024, focusing on GPU-accelerated tools and best practices for data scientists.
Belen Tegegn
2 min read
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Advanced
This article discusses the advancements in medical image decoding using the GPU-accelerated nvImageCodec and the nvJPEG2000 library within AWS HealthImaging.
Mahesh Khadatare
15 min read
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The article discusses how NVIDIA NeMo Retriever enables enterprises to transform vast amounts of unstructured data into actionable insights using generative AI.
Tanay Varshney
8 min read
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Advanced
The article discusses the rapid adoption of federated learning (FL) and the new features introduced in NVIDIA FLARE 2. 4.
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Intermediate
The article discusses the impact of climate change on natural disasters, highlighting the devastating floods in Lismore, Australia, and the urgent need for innovative climate tech solutions.
Kristen Perez
4 min read
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Advanced
The article discusses the advancements in functional annotation of enzymes using the Hierarchically Fine-tuned Nearest Neighbor method (HiFi-NN) developed by Basecamp Research.
Bruno Trentini
5 min read
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The article discusses NVIDIA's AI Foundation Models, specifically the Nemotron-3 8B family, which enables the creation of custom enterprise chatbots and co-pilots with production-ready capabilities.
Vivienne Zhang
12 min read
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Intermediate
The article discusses the collaboration between NVIDIA and Microsoft to enhance enterprise generative AI application development using NVIDIA AI on Azure Machine Learning.
Abhishek Sawarkar
5 min read
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Intermediate
NVIDIA has launched a Deep Learning for Science and Engineering Teaching Kit aimed at educators in academia, facilitating the integration of AI into engineering and science curricula.
Ram Cherukuri
5 min read
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Intermediate
NVIDIA hosted a two-day training session at Black Hat USA 2023, focusing on the unique security risks associated with machine learning (ML).
Will Pearce
4 min read
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Intermediate
The article discusses the security vulnerabilities found in machine learning research code, particularly focusing on the analysis of the Meta Kaggle for Code dataset.
Joseph Lucas
12 min read
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Intermediate
The article discusses the integration of AI-powered simulation tools, specifically NVIDIA PhysicsNeMo and Siml. ai, into engineering workflows for surrogate modeling.
Michal Takáč
5 min read
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Intermediate
The article discusses NVIDIA AI Enterprise 4. 0, a comprehensive solution designed to support enterprises in developing and deploying generative AI applications.
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Advanced
The article discusses the significance of vector search in AI, particularly in large language models and generative AI.
Mickael Ide
10 min read
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Intermediate
The article discusses how GPU-accelerated data analytics can enhance machine learning (ML) projects by improving speed and scalability.
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Intermediate
The article discusses the structured sparsity feature in the NVIDIA Ampere architecture, particularly focusing on its implementation in deep learning and applications in search engines.
Hongxiao Bai
12 min read
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Advanced
The article discusses the application of federated learning to traditional machine learning methods, highlighting its advantages in communication efficiency and the ability to train models collabor...
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Intermediate
The article discusses how NVIDIA FLARE 2. 3. 0 enhances AI workflows through federated learning, offering features like multi-cloud support, NLP examples, and split learning.
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Advanced
The article discusses NVIDIA PhysicsNeMo, a framework for developing physics-informed machine learning models, with a focus on the latest update that introduces support for Graph Neural Networks (G...
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Intermediate
The article discusses how NVIDIA AI Enterprise can be effectively utilized on Microsoft Azure Machine Learning to streamline the implementation of AI and machine learning solutions.
Michael Balint
7 min read
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Advanced
The article discusses the generation of a Limit Order Book (LOB) dataset for short-term price prediction using RAPIDS, emphasizing the benefits of GPU acceleration in financial machine learning.
Andrew Briand
9 min read
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Advanced
NVIDIA has introduced a neural receiver for 5G New Radio (NR) multi-user MIMO scenarios, showcasing its potential as a blueprint for future 6G architectures.
Sebastian Cammerer
7 min read
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Intermediate
The article discusses the application of Carbon Capture and Storage (CCS) technologies using digital twins to achieve net-zero emissions.
Marius Koch
12 min read
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Intermediate
NVIDIA PhysicsNeMo is an open-source physics-informed machine learning platform that integrates deep learning with physics to create high-fidelity surrogate models for various applications, includi...
Bhoomi Gadhia
5 min read
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Advanced
At NVIDIA GTC 2023, NVIDIA showcased significant updates to its AI software suite aimed at accelerating computing across various domains.
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Advanced
The article discusses RAPIDS RAFT, a library designed to optimize machine learning and data analytics on GPUs by providing reusable computational patterns.
Corey Nolet
11 min read
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Intermediate
The article discusses the capabilities of the NVIDIA Base Command Platform in developing complex AI workflows and creating high-fidelity digital twins using NVIDIA PhysicsNeMo.
Joe Handzik
7 min read
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