DeepClone: Lightweight State Replication of Deep Learning Models for Data Parallel Training

Keyphrases

• Training Model 100%
• Pipeline Parallelism 100%
• Deep Neural Network 100%
• Deep Learning Model 100%
• State Machine Replication 100%
• Data-parallel Training 100%
• Order of Magnitude 50%
• Parallelization 50%
• Training Process 50%
• Training Data 50%
• Sensitivity Analysis 50%
• Model Parallel 50%
• Runtime Overhead 50%
• Asynchronously 50%
• Parallel Approach 50%
• Execution Graphs 50%
• Evolution Path 50%
• Parallel Layers 50%
• Complex Workflows 50%
• Explainability 50%
• Model Exploration 50%
• Data Parallel Model 50%

Computer Science

• Neural Network Model 100%
• Deep Neural Network 100%
• Deep Learning Model 100%
• State Replication 100%
• Training Process 50%
• Parallelism 50%
• Training Data 50%
• Training Model 50%
• Parallel Approach 50%
• Parallel Model 50%
• Training Instance 50%