How NVIDIA Uses Fine-tuning
98 engineering articles about Fine-tuning from NVIDIA's engineering team
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Fine-tuning LLMs for financial natural language processing (NLP) is constrained by limited, imbalanced data. Real-world financial news overrepresents earnings…
Elizabeth Goodman
13 min read
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Agentic systems often face a trade-off between accuracy and cost. The highest-performing proprietary frontier models and harnesses provide top accuracy but are…
Sean Lopp
10 min read
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Developers building real-time AI—such as chat assistants, copilots, and agentic workflows—are often constrained by token-by-token generation speed.
Anu Srivastava
4 min read
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Training a speech AI model to correctly recognize or synthesize clinical terminology is surprisingly difficult. Drug names like Acetaminophen, Amlodipine…
John Jahanipour
12 min read
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For decades, computational biology has operated under a reductionist compromise. To fit complex biological systems into the limited memory of a single GPU…
Dejun Lin
8 min read
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Agentic systems often reason across screens, documents, audio, video, and text within a single perception‑to‑action loop. However, they still rely on fragmented…
Anjali Shah
11 min read
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DeepSeek just launched its fourth generation of flagship models with DeepSeek-V4-Pro and DeepSeek-V4-Flash, both targeted at enabling highly efficient million…
Anu Srivastava
6 min read
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NVIDIA Ising is the world’s first family of open AI models for building quantum processors, launching with two model domains: Ising Calibration and Ising…
Tom Lubowe
9 min read
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Autonomous AI agents are driving the next wave of AI innovation. These agents must often manage long-running tasks that use multiple communication channels and…
Allen Bourgoyne
11 min read
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Agentic AI systems need models with the specialized depth to solve dense technical problems autonomously. They must excel at reasoning, coding…
Chris Alexiuk
12 min read
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Autonomous networks are quickly becoming one of the top priorities in telecommunications. According to the latest NVIDIA State of AI in Telecommunications…
Aiden Chang
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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Kimi K2. 5 is an advanced multimodal vision language model (VLM) developed by Kimi, optimized for various AI tasks.
Anu Srivastava
4 min read
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The article discusses the optimization of semiconductor defect classification using generative AI and vision foundation models (VFMs).
Tim Lin
11 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...
Dhruv Desai
10 min read
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The article discusses how NVIDIA's CorrDiff model leverages generative AI for downscaling weather predictions, significantly improving efficiency and reducing computational costs.
Alicia Sui
11 min read
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The article introduces CodonFM, a new state-of-the-art RNA foundation model developed by NVIDIA as part of the Clara open model family.
Kyle Gion
10 min read
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The article discusses how the NVIDIA DGX Spark supercomputer enhances performance for intensive AI tasks, providing a local alternative to cloud computing.
Allen Bourgoyne
5 min read
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The article discusses how to fine-tune and scale large language models (LLMs) using the open-source Unsloth framework on NVIDIA Blackwell GPUs.
Paul Abruzzo
5 min read
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The article discusses the development of an AI-powered log analysis solution using NVIDIA's Generative AI reference workflows.
Prashant Bhende
5 min read
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The article discusses the implementation of NVIDIA NV-Tesseract and NVIDIA NIM for smarter anomaly detection in semiconductor manufacturing.
Aditi Gautam
7 min read
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The article discusses Neural Robot Dynamics (NeRD), a neural simulation framework designed to enhance robotics development by accurately predicting the dynamics of articulated robots.
Jie Xu
8 min read
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The article discusses three neural innovations from NVIDIA Research that are enhancing robot learning capabilities, specifically focusing on bridging the gap between controlled simulations and real...
Rishabh Chadha
8 min read
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The article discusses the integration of AI-powered simulations in computer-aided engineering (CAE) to accelerate design processes.
The article discusses the significance of small language models (SLMs) in the development of scalable agentic AI, emphasizing their efficiency and cost-effectiveness compared to large language mode...
Peter Belcak
8 min read
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NVIDIA Cosmos Reason is an open and customizable vision language model designed for robotics and physical AI, enabling robots to reason using prior knowledge and common sense.
Tsung-Yi Lin
5 min read
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This article provides a comprehensive guide on how to train a reasoning-capable language model using NVIDIA NeMo in just 48 hours on a single GPU.
Mehran Maghoumi
17 min read
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The article discusses the general availability of Google DeepMind's Gemma 3n on NVIDIA RTX and Jetson platforms, highlighting its capabilities in multi-modal on-device deployment, including audio, ...
Anu Srivastava
4 min read
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The article discusses the operational challenges of deploying large language models (LLMs) and introduces LLMOps as a framework for managing their lifecycle.
Liad Levi-Raz
12 min read
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The article discusses the NVIDIA AI Blueprint for building efficient AI agents through model distillation, focusing on the challenges of scaling intelligent applications and managing inference cost...
Daniel Glogowski
10 min read
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The article discusses Eigenspace Low-Rank Approximation (EoRA), a fine-tuning-free method developed by NVIDIA for compensating compression errors in large language models (LLMs).
Min-Hung Chen
8 min read
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The article discusses NVIDIA Cosmos Reason, a world foundation model designed to enhance physical AI by curating synthetic datasets for training robots and autonomous vehicles.
Tsung-Yi Lin
6 min read
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The article discusses the introduction of the AutoModel feature in the NVIDIA NeMo Framework, which allows users to run Hugging Face models with Day-0 support.
Shashank Verma
5 min read
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NVIDIA has introduced the Llama 4 Scout and Llama 4 Maverick models, which leverage NVIDIA's open-source software to achieve impressive performance metrics on Blackwell B200 GPUs.
Anu Srivastava
4 min read
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The article discusses the NVIDIA AI Blueprint for an LLM router, which provides a cost-efficient framework for dynamically routing prompts to the most suitable large language models (LLMs).
Arun Raman
7 min read
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The article discusses the implementation of GraphRAG, a graph-powered retrieval-augmented generation technique that enhances the accuracy of large language models (LLMs) in answering domain-specifi...
Brian Shi
8 min read
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The article discusses NVIDIA DGX Cloud Serverless Inference, an auto-scaling AI inference solution that simplifies the deployment and scaling of AI applications across multi-cloud and on-premises e...
Vishal Ganeriwala
9 min read
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This article provides a comprehensive guide on Vision Language Models (VLMs) and their evolution from single-image understanding to advanced video comprehension.
Shubham Agrawal
11 min read
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The article discusses the advancements in AI-driven biological research with the introduction of Evo 2, a foundation model that integrates genomic, RNA, and protein data across multiple life domain...
Kyle Tretina
9 min read
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The article discusses enhancing translation quality through domain-specific fine-tuning using LoRA adapters and NVIDIA NIM.
Cheng-Han (Hank) Du
7 min read
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The article discusses the NVIDIA Cosmos World Foundation Model Platform, which accelerates the development of physical AI by enabling autonomous machines to perceive and interact with their environ...
Pranjali Joshi
13 min read
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The article discusses the fine-tuning of small language models (SLMs) to enhance code review accuracy, addressing challenges faced by enterprises in adopting large foundational models.
Japinder Singh
14 min read
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The article discusses how integrating large language models (LLMs) with knowledge graphs enhances the extraction of structured insights from unstructured data, addressing challenges faced by tradit...
This article provides an introduction to building a multimodal retrieval-augmented generation (RAG) system for video and audio content.
Tanay Varshney
11 min read
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The article discusses how the IIT Madras Brain Centre is leveraging generative AI, specifically visual question answering (VQA) and multimodal retrieval, to enhance neuroscience research.
Pralaypati Ta
7 min read
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The article discusses the innovative approach of Confidential and self-sovereign AI, emphasizing how Super Protocol leverages decentralized systems and NVIDIA Confidential Computing to enhance data...
Rob Nertney
14 min read
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DataStax has launched a new AI development platform in collaboration with NVIDIA, designed to streamline the development, security, and optimization of AI applications.
Nicola Sessions
6 min read
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The article discusses how NVIDIA NIM enhances Retrieval-Augmented Generation (RAG) applications, particularly in the veterinary field through the development of LAIKA, an AI copilot.
Davide Tricarico
9 min read
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NVIDIA AI Workbench is a free development environment manager that simplifies the use of GPUs on Windows, macOS, and Ubuntu for data science, machine learning, and AI projects.
Developing Robust Georgian Automatic Speech Recognition with FastConformer Hybrid Transducer CTC BPE
The article discusses the development of a robust Automatic Speech Recognition (ASR) model for the Georgian language using the FastConformer Hybrid Transducer CTC BPE architecture.
Sofia Kostandian
9 min read
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