Advanced Technical

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Aug 21, 2025

Less Coding, More Science: Simplify Ocean Modeling on GPUs With OpenACC and Unified Memory

NVIDIA HPC SDK v25.7 delivers a significant leap forward for developers working on high-performance computing (HPC) applications with GPU acceleration. This...
11 MIN READ
Aug 13, 2025

Scaling LLM Reinforcement Learning with Prolonged Training Using ProRL v2

Currently, one of the most compelling questions in AI is whether large language models (LLMs) can continue to improve through sustained reinforcement learning...
8 MIN READ
Aug 07, 2025

Train with Terabyte-Scale Datasets on a Single NVIDIA Grace Hopper Superchip Using XGBoost 3.0

Gradient-boosted decision trees (GBDTs) power everything from real-time fraud filters to petabyte-scale demand forecasts. XGBoost open source library has long...
7 MIN READ
Aug 04, 2025

NVIDIA CUDA-Q 0.12 Expands Toolset for Developing Hardware-Performant Quantum Applications

NVIDIA CUDA-Q 0.12 introduces new simulation tools for accelerating how researchers develop quantum applications and design performant quantum hardware. With...
7 MIN READ
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Aug 01, 2025

Optimizing LLMs for Performance and Accuracy with Post-Training Quantization

Quantization is a core tool for developers aiming to improve inference performance with minimal overhead. It delivers significant gains in latency, throughput,...
14 MIN READ
Jul 23, 2025

Approaches to PDF Data Extraction for Information Retrieval

The PDF is among the most common file formats for sharing information such as financial reports, research papers, technical documents, and marketing materials....
11 MIN READ
Jul 16, 2025

CUTLASS: Principled Abstractions for Handling Multidimensional Data Through Tensors and Spatial Microkernels

In the era of generative AI, utilizing GPUs to their maximum potential is essential to training better models and serving users at scale. Often, these models...
12 MIN READ
Jul 02, 2025

Optimizing FLUX.1 Kontext for Image Editing with Low-Precision Quantization

FLUX.1 Kontext, the recently released model from Black Forest Labs, is a fascinating addition to the repertoire of community image generation models. The open...
10 MIN READ
Jun 09, 2025

A Fine-tuning–Free Approach for Rapidly Recovering LLM Compression Errors with EoRA

Model compression techniques have been extensively explored to reduce the computational resource demands of serving large language models (LLMs) or other...
9 MIN READ
May 27, 2025

Advanced Optimization Strategies for LLM Training on NVIDIA Grace Hopper

In the previous post, Profiling LLM Training Workflows on NVIDIA Grace Hopper, we explored the importance of profiling large language model (LLM) training...
10 MIN READ
May 22, 2025

Grandmaster Pro Tip: Winning First Place in a Kaggle Competition with Stacking Using cuML

What does it take to win a Kaggle competition in 2025? In the April Playground challenge, the goal was to predict how long users would listen to a podcast—and...
7 MIN READ
May 19, 2025

Spotlight: Atgenomix SeqsLab Scales Health Omics Analysis for Precision Medicine

In traditional clinical medical practice, treatment decisions are often based on general guidelines, past experiences, and trial-and-error approaches. Today,...
9 MIN READ
Apr 24, 2025

Fast Ray Tracing of Dynamic Scenes Using NVIDIA OptiX 9 and NVIDIA RTX Mega Geometry

Real-time ray tracing is a powerful rendering technique that can create incredibly realistic images. NVIDIA OptiX and RTX technology make this possible, even...
9 MIN READ
Apr 15, 2025

Event: Data Filtering Challenge for Training Edge Language Models

You’re invited to join the challenge. Develop and apply innovative data filtering techniques to curate datasets that enhance edge LM performance.
1 MIN READ
Apr 07, 2025

Event: HP & NVIDIA Developer Challenge

Join the hackathon to build open-source AI solutions, optimize models, enhance workflows, connect with peers, and win prizes.
1 MIN READ
Mar 25, 2025

Powering Flood Risk Assessment with NVIDIA Earth-2

Inland flooding causes significant economic and societal impacts annually. Of the eight natural disasters costing the insurance industry over $1 billion in...
13 MIN READ