Posts by Holger Roth
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
Data Science
Apr 15, 2020
Powering AutoML-enabled AI Model Training with Clara Train
Deep neural networks (DNNs) have been successfully applied to volume segmentation and other medical imaging tasks. They are capable of achieving...
8 MIN READ
Computer Vision / Video Analytics
Dec 01, 2019
Federated Learning powered by NVIDIA Clara
AI requires massive amounts of data. This is particularly true for industries such as healthcare. For example, training an automatic tumor diagnostic system...
11 MIN READ