FastPath 2019, FastPath

Robotic Events (َFastPath 2019): International Workshop on Performance Analysis of Machine Learning Systems FastPath 2019 brings together researchers and practitioners involved in cross-stack hardware/software performance analysis, modeling, and evaluation for efficient machine learning systems. Machine learning demands tremendous amount of computing. Current machine learning systems are diverse, including cellphones, high performance computing systems, database systems, self-driving cars, robotics, and in-home appliances.

Topics (FastPath 2019)

• GPUs, FPGAs, ASIC accelerators
• Memory, I/O, storage, network accelerators
• Hardware/software co-design
• Efficient machine learning algorithms
• Approximate computing in machine learning
• Power/Energy and learning acceleration
• Software, library, and runtime for machine learning systems
• Workload scheduling and orchestration
• Machine learning in cloud systems
• Large-scale machine learning systems
• Emerging intelligent/cognitive systems
• Converged/integrated infrastructure
• Machine learning systems for specific domains, e.g., financial, biological, education, commerce, healthcare

Date:

• 24 March 2019

Where:

• Madison, Wisconsin, USA