8.1 What is Taiwan AI Labs Federated Validation System?
Taiwan AI Labs Federated Validation System provides a solution to validate AI model performance across different site.
The Federated Validation (FV) System includes two parts:
1. FV Aggregator Dashboard
2. FV Edge Machine
The AI model to be evaluated will be upload to FV Aggregator, and then download to all FV edges when ready.
Ground truth data will be uploaded to FV Edge machines individually, and the data will be kept inside the machine without disclosing it to elsewhere.
Taiwan AI Labs FV Edge Machine is designed to be placed inside Institute's internal private network. It doesn't need to have a public IP address, and it could be managed and access through Institute's intranet.
Once a Federated Validation Plan (FV Plan) is initiated, all FV Edge Machines will start to report to the corresponding FV Project Aggregator, and PI could then start a validation plan.
PS: More understanding of Federated Validation Project and Federated Validation Plan, please refer it here.
DEMONSTRATION:
A quick demonstration shows you how this FV System works:
More information about how Taiwan AI Labs Federated Validation System works, please refer to this page.