Holger Roth

Holger Roth is a principal applied research scientist at NVIDIA focusing on deep learning for medical imaging. He has been working closely with clinicians and academics over the past several years to develop deep learning based medical image computing and computer-aided detection models for radiological applications. He holds a Ph.D. from University College London, UK.
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Posts by Holger Roth

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Edge Computing

Effortless Federated Learning on Mobile with NVIDIA FLARE and Meta ExecuTorch

NVIDIA and the PyTorch team at Meta announced a groundbreaking collaboration that brings federated learning (FL) capabilities to mobile devices through the... 12 MIN READ
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Data Science

Supercharging the Federated Learning Ecosystem by Integrating Flower and NVIDIA FLARE

In recent years, open-source systems like Flower and NVIDIA FLARE have emerged as pivotal tools in the federated learning (FL) landscape, each with its unique... 9 MIN READ
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Generative AI

Turning Machine Learning to Federated Learning in Minutes with NVIDIA FLARE 2.4

Federated learning (FL) is experiencing accelerated adoption due to its decentralized, privacy-preserving nature. In sectors such as healthcare and financial... 16 MIN READ
Generative AI

Scalable Federated Learning with NVIDIA FLARE for Enhanced LLM Performance

In the ever-evolving landscape of large language models (LLMs), effective data management is a key challenge. Data is at the heart of model performance. While... 8 MIN READ
Generative AI

Adapting LLMs to Downstream Tasks Using Federated Learning on Distributed Datasets

Large language models (LLMs), such as GPT, have emerged as revolutionary tools in natural language processing (NLP) due to their ability to understand and... 7 MIN READ
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Data Science

Boost Your AI Workflows with Federated Learning Enabled by NVIDIA FLARE

One of the main challenges for businesses leveraging AI in their workflows is managing the infrastructure needed to support large-scale training and deployment... 7 MIN READ