Posts by Holger Roth
Generative AI / LLMs
Mar 06, 2024
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 / LLMs
Feb 29, 2024
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 / LLMs
Jul 10, 2023
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
Data Science
Jun 14, 2023
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
Computer Vision / Video Analytics
Nov 29, 2021
Creating Robust and Generalizable AI Models with NVIDIA FLARE
Federated learning (FL) has become a reality for many real-world applications. It enables multinational collaborations on a global scale to build more robust...
6 MIN READ
Data Center / Cloud
Jun 21, 2021
Federated Learning with Homomorphic Encryption
In NVIDIA Clara Train 4.0, we added homomorphic encryption (HE) tools for federated learning (FL). HE enables you to compute data while the data is still...
5 MIN READ