NVFLARE

Decorative collage of a sun with flaring light and federated learning models.
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
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
Sep 28, 2023

Preventing Health Data Leaks with Federated Learning Using NVIDIA FLARE

More than 40 million people had their health data leaked in 2021, and the trend is not optimistic. The key goal of federated learning and analytics is to...
10 MIN READ
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
Jun 22, 2023

Applying Federated Learning to Traditional Machine Learning Methods

In the era of big data and distributed computing, traditional approaches to machine learning (ML) face a significant challenge: how to train models...
3 MIN READ
Connected healthcare facilities graphic
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
Oct 25, 2022

Federated Learning from Simulation to Production with NVIDIA FLARE

NVIDIA FLARE 2.2 includes a host of new features that reduce development time and accelerate deployment for federated learning, helping organizations cut costs...
10 MIN READ
Aug 16, 2022

Using Federated Learning to Bridge Data Silos in Financial Services

Unlocking the full potential of artificial intelligence (AI) in financial services is often hindered by the inability to ensure data privacy during machine...
8 MIN READ
Jun 23, 2022

Experimenting with Novel Distributed Applications Using NVIDIA Flare 2.1

NVIDIA FLARE (NVIDIA Federated Learning Application Runtime Environment) is an open-source Python SDK for collaborative computation. FLARE is designed with a...
14 MIN READ
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