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How NVIDIA Uses Deep Learning

518 engineering articles about Deep Learning from NVIDIA's engineering team

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NVIDIA nvmath-python is a library designed to bridge the gap between the Python scientific community and NVIDIA CUDA-X math libraries. It gives Python users…
Michelle Horton
14 min read
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Spectrum is one of the most valuable assets in wireless communications. Over the last 30 years, telecom operators in the US have spent more than $240B to…
Michelle Horton
9 min read
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As context windows grow longer, moving large model weights efficiently becomes critical to performance. A common way to address this is quantization…
Michelle Horton
15 min read
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AI companions in games have long been constrained by fixed dialogue. PUBG Ally is a different kind of system. Built by KRAFTON for PUBG: BATTLEGROUNDS…
Elizabeth Goodman
12 min read
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This post is the third of a three-part series. See also Model Quantization: Concepts, Methods, and Why It Matters and Model Quantization: Post-Training…
Ruixiang Wang
9 min read
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The path from a trained AI model to production should be smooth, but rarely is. Many teams invest weeks fine-tuning models, only to discover that exporting to a…
Lovina Dmello
10 min read
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Today, game developers can begin integrating NVIDIA DLSS 4.5 with Dynamic Multi Frame Generation, Multi Frame Generation 6X, and the second-generation…
Phillip Singh
6 min read
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In a previous post, we introduced the Universal Sparse Tensor (UST), enabling developers to decouple a tensor’s sparsity from its memory layout for greater…
Aart J.C. Bik
10 min read
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Higher-order optimization algorithms such as Shampoo have been effectively applied in neural network training for at least a decade. These methods have achieved…
Hao Wu
9 min read
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NVIDIA Groq 3 LPX is a new rack-scale inference accelerator for the NVIDIA Vera Rubin platform, designed for the low-latency and large-context demands of…
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NVIDIA RTX ray tracing and AI-powered neural rendering technologies are redefining how games are made, enabling a new standard for visuals and performance.
Ike Nnoli
12 min read
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Agentic code assistants are moving into daily game development as studios build larger worlds, ship more DLCs, and support distributed teams.
Paul Logan
6 min read
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NVIDIA ACE is a suite of technologies for building AI agents for gaming. ACE provides ready-to-integrate cloud and on-device AI models for every part of in-game…
Brandon Rowlett
10 min read
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The article discusses how Painkiller RTX utilizes generative AI to enhance game assets by transforming legacy textures into high-quality Physically Based Rendering (PBR) materials.
Phillip Singh
14 min read
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The article discusses how to utilize NVIDIA Earth-2 to downscale coarse climate projections into high-resolution, bias-corrected fields, enabling better assessment of local climate extremes.
Georg Ertl
11 min read
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The article discusses NVIDIA's advancements in AI model inference performance through the Blackwell architecture, emphasizing improvements in token throughput per watt and the enhancements made to ...
Ashraf Eassa
5 min read
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The article discusses the use of AI Model Distillation to create efficient financial data workflows, focusing on the optimization of large language models (LLMs) for applications in quantitative fi...
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The NVIDIA Blackwell architecture has achieved the fastest training times across all MLPerf Training v5. 1 benchmarks, showcasing significant advancements in AI training performance.
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The article discusses the launch of the NVIDIA DRIVE AGX Thor Developer Kit, a powerful platform designed to accelerate the development of autonomous vehicles.
Abhinaw Priyadershi
8 min read
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The article discusses the significant updates in CUDA Toolkit 13.
Jonathan Bentz
18 min read
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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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The article discusses how to build workflows for converting CAD models to USD (Universal Scene Description) using NVIDIA Omniverse.
Justine Lin
15 min read
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The article discusses the advancements in subseasonal climate forecasting using NVIDIA Earth-2, emphasizing the importance of predicting extreme weather events.
Ram Cherukuri
8 min read
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NVIDIA Deep Learning Institute is offering a hands-on workshop at GTC Paris focused on enhancing large language models (LLMs) for multilingual applications.
Rita Fernandes Neves
6 min read
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The article discusses the growing trend of telecom companies across five continents building NVIDIA-powered sovereign AI infrastructure, highlighting the strategic importance of AI factories for na...
Kanika Atri
12 min read
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The article discusses how to leverage NVIDIA CUDA-X and Coiled to simplify data science workflows in the cloud, particularly for analyzing large datasets like NYC ride-share journeys.
Jaya Venkatesh
10 min read
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The article discusses how to accelerate Deep Learning (DL) and Large Language Model (LLM) inference using Apache Spark in cloud environments.
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This article provides a simplified introduction to CUDA, NVIDIA's parallel computing platform, and programming model.
Mark Harris
16 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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The article discusses optimizing transformer-based diffusion models for video generation using NVIDIA TensorRT, highlighting significant reductions in latency and total cost of ownership (TCO) achi...
Maximilian Müller
7 min read
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The article introduces NVIDIA's R²D² initiative, which focuses on enhancing robot mobility and whole-body control through innovative workflows and AI foundation models.
Asawaree Bhide
9 min read
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The article discusses the transformative role of OpenUSD in enhancing modular and scalable robotic simulation and development.
Aaron Luk
8 min read
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NVIDIA's advancements in neural rendering and digital human technologies were showcased at GDC 2025, highlighting the transformative impact of AI on gaming visuals, performance, and gameplay.
Allyson Vasquez
10 min read
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The article discusses the features and improvements introduced in NCCL 2. 24, focusing on networking reliability and observability at scale for multi-GPU and multinode communication.
Ben Williams
14 min read
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NVIDIA has released a new Generative AI Teaching Kit aimed at enhancing education in generative AI technologies.
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The article discusses the release of CUDA Toolkit 12. 8, which introduces support for NVIDIA's Blackwell architecture, enhancing performance in AI, data science, and scientific computing.
Jonathan Bentz
9 min read
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The article provides a comprehensive guide on how to use OpenUSD, an open framework for managing 3D assets and workflows.
Matias Codesal
7 min read
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The article discusses an advanced deep-learning model designed to automate X-ray analysis for spinal health diagnostics, enhancing speed and accuracy in assessing conditions like scoliosis and kyph...
Michelle Horton
4 min read
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The article discusses how RAPIDS cuML can accelerate time series forecasting by utilizing GPU-accelerated machine learning techniques.
Brian Tepera
4 min read
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NVIDIA has introduced the GeForce RTX 50 Series GPUs and the NVIDIA RTX Kit, which includes advanced neural rendering technologies aimed at enhancing graphics for games and applications.
Ike Nnoli
12 min read
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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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The article discusses the integration of NVIDIA GPUs with Windows 365 Cloud PCs, emphasizing their role in enhancing AI-augmented workloads.
Phoebe Lee
6 min read
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Dale Durran from the University of Washington introduces a deep learning model that enhances the accuracy of long-range weather and climate forecasting by integrating atmospheric and oceanic data.
Michelle Horton
2 min read
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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 the integration of the AWS Energy HPC Orchestrator with NVIDIA Energy Samples to enhance high-performance computing (HPC) in the energy sector.
Jihyun Yang
12 min read
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The article discusses optimizing the computer vision (CV) pipeline in automotive vehicle development using the Programmable Vision Accelerator (PVA) engine from NVIDIA.
Bret Li
15 min read
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The article discusses the development of an AI-enabled virtual wind tunnel designed to enhance engineering education by providing intuitive computational fluid dynamics (CFD) tools.
Nathan Patterson
8 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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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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The article discusses the development of MariNeXt, an AI-powered deep learning framework designed to detect and identify marine pollution using high-resolution Sentinel-2 imagery.
Michelle Horton
4 min read
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