Profiling and Monitoring Deep Learning Training Tasks

Keyphrases

• Commodity Hardware 25%
• Coprocessor 50%
• CPU-GPU 25%
• Deep Learning Training 100%
• Embarrassingly Parallel 25%
• Functional Limitations 25%
• GPU Utilization 25%
• Heavy Training 25%
• Memory Requirements 25%
• Microarchitecture 25%
• Monitoring System 25%
• NVIDIA 25%
• NVIDIA GPU 25%
• Online Decision Making 25%
• Primary Commodities 25%
• Resource Manager 25%
• System-wide 25%
• Training Set 25%
• Training Tasks 100%

Computer Science

• Architectural Level 16%
• Commodity Hardware 16%
• Coprocessor 33%
• Decision-Making 16%
• Deep Learning Method 100%
• Graphics Processing Unit 100%
• Memory Requirement 16%
• Monitoring Tool 16%
• Resource-Manager 16%
• Use Case 16%