Architecture-Centric Bottleneck Analysis for Deep Neural Network Applications

Business & Economics

• Neural Networks 100%
• Machine Translation 34%
• Image Processing 30%
• Recurrent Neural Networks 30%
• Deep Learning 28%
• Machine Learning 27%
• Evaluation 11%
• Performance 7%

Engineering & Materials Science

• Deep neural networks 80%
• Recurrent neural networks 21%
• Image segmentation 19%
• Graphics processing unit 19%
• Convolutional neural networks 18%
• Deep learning 18%
• Program processors 17%
• Image processing 16%
• Machine learning 15%
• Simulators 15%