Key company products related to FL
As we have seen FL is a rapidly growing field that has gained significant attention from start-up companies. Here is a summary of some of the companies that are working or providing FL products:
- DynamoFL: DynamoFL is built by privacy and machine learning experts from MIT (Massachusetts Institute of Technology) and Harvard, who built leading FL solutions at Google AI and privacy-enhanced technologies at Microsoft. As per its website, the current large language models (LLMs) are not private, but the LLMs from DynamoFL are. They provide personalized FL, which is another key area of research. LLMs are covered in Chapter 10 in the Privacy-preserved generative AI section.
- NVIDIA FLARE: NVIDIA Federated Learning Application Runtime Environment (FLARE) is an SDK for FL that is open sourced by NVIDIA. FLARE supports various FL algorithms (FedAvg, FedProx, FedOpt, etc.), neural networks, and ML algorithms. It supports differential privacy and homomorphic...
