FLP FAQ
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Taiwan AI Labs - Federated Learning Platform: FAQ
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1 - Deployment FAQ
1.1 System specification
1.2 Preparation for on-premises machine installation
1.3 Maintenance for system
1.4 Roles and Terminology
1.5 Task Flows
1.6 Roles, Tasks and Operations
1.7 How to start?
2 - Federated Learning FAQ
2.1 How to create a Federated Learning project (Edge Admin)?
2.2 How to invite partners to join my FL project? (PI)
2.3 How to join a Federated Learning project as alliance partner? (Co-PIs and PI)
3 - Federated Validation FAQ
3.1 What's the difference between Federated Learning project and Federated Learning plan?
3.2 How to setup a Federated Learning project? (PI)
3.3 How to upload the initial AI model? (PI)
3.4 How to upload the AI model pretrained weights? (PI)
3.5 How to setup a Federated Learning plan? (PI)
3.6 How to fulfill FL aggregator algorithm settings? (PI)
4. FLaVor FAQ
5 - Data Governance FAQ
5.1 How do I select the right aggregation algorithm?
5.2 Algorithm - FedAvg
5.3 Algorithm - FedAvgM
5.4 Algorithm - FedAdaGrad
5.5 Algorithm - FedAdam
5.6 How do I view current aggregator settings?
6 - Signoff FAQ
6.1 What to prepare before kicking off a training plan?
6.2 How to upload training datasets? (PI and Co-PIs)
6.3 How to adjust the training schedule? (PI and Co-PIs, optional)
6.4 How to start a training plan?
6.5 How to know a training plan is complete?
7 - FDA/TFDA FAQ
7.1 Where could I see the training result? (PI)
7.2 How to evaluate the model performance?
7.3 How to obtain the (global) trained models? (PI)
7.4 How to obtain the best local models? (Co-PIs and/or PI)
8 - Others
8.1 How to check the bandwidth usage during the training period?
8.2 How to push an AI model image that is saved as a tar file ?
9 - More
9.1 What is Taiwan AI Labs Federated Learning Framework?
9.2 What is Taiwan AI Labs Federated Learning Platform?
9.3 Dataflow of Taiwan AI Labs FL Framework
9.4 Taiwan AI Labs Federated Learning Edge Machine Security Compliance
9.5 Data Security Compliance
9.6 Code of AI Ethics
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1.6 Roles, Tasks and Operations
Below please see the Roles and Tasks relationship.
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