Media Summary: Dawn Song Security, Privacy, and Democratization: Challenges & Future Directions for ML Systems beyond Scalability Tianqi Chen TVM: End-to-End Compilation Stack for Deep Learning Lise Getoor Structured ML: Opportunities and Challenges for the
Sysml 18 Vivienne Sze Limitations - Detailed Analysis & Overview
Dawn Song Security, Privacy, and Democratization: Challenges & Future Directions for ML Systems beyond Scalability Tianqi Chen TVM: End-to-End Compilation Stack for Deep Learning Lise Getoor Structured ML: Opportunities and Challenges for the Jeff Dean Systems and Machine Learning Symbiosis Jonathan Binas Analog electronic deep networks for fast and efficient inference Michael Jordan Perspectives and Challenges
This talk will describe methods to enable energy-efficient processing for deep learning, specifically convolutional neural networks ... Today, most of the processing for Artificial Intelligence (AI) happens in the cloud (i.e., data centers); however, there are many ...