Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark

Keyphrases

• Unseen 100%
• Performance Benchmark 100%
• Machine Learning Performance 100%
• Coefficient of Variation 50%
• Model Accuracy 50%
• Evaluation Criteria 50%
• Hardware Complexity 50%
• Optimization Algorithm 50%
• Computational Performance 50%
• Final Model 50%
• Clock Frequency 50%
• ImageNet 50%
• Hardware Optimization 50%
• Training Time 50%
• Hardware Capabilities 50%
• Deep Learning 50%
• Industrial Group 50%
• Training Procedure 50%
• Reduced Precision 50%
• Software Optimization 50%
• Tensor Cores 50%

Computer Science

• Performance Benchmark 100%
• Learning Performance 100%
• Machine Learning 100%
• Learning System 100%
• Computer Hardware 100%
• Evaluation Criterion 50%
• Coefficient of Variation 50%
• Model Accuracy 50%
• Graphics Processing Unit 50%
• Deep Learning Method 50%