Building Large Models from Small Distributed Models: A Layer Matching Approach

Keyphrases

• Large Animal Model 100%
• Matching Approach 100%
• Distributed Model 100%
• Server Model 100%
• Matching Algorithm 60%
• Computational Resources 60%
• Individual Clients 40%
• High Performance 20%
• Small Animal Model 20%
• Deep Learning Model 20%
• Limited Resources 20%
• Machine Learning Models 20%
• Model Averaging 20%
• Local Data 20%
• Training Machine 20%
• Classical Model 20%
• Storage Resources 20%
• Model Matching 20%
• Client Data 20%
• Averaging Algorithms 20%
• Client Device 20%
• Large Amount of Data 20%
• Collective Power 20%
• New Layers 20%
• Federated Learning Framework 20%
• Cross-device Federated Learning 20%

Computer Science

• Matching Approach 100%
• Distributed Model 100%
• Matching Algorithm 100%
• Computational Resource 100%
• Individual Client 66%
• Federated machine learning 66%
• Resource Limitation 33%
• Deep Learning Model 33%
• Capacity Device 33%
• Distributed Client 33%
• Storage Resource 33%
• Learning System 33%
• Machine Learning Model 33%