Search Results - gian+singh

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TULIP: ASIC Accelerator for QNN with Variable Precision and Tunable Energy-Efficiency
Background Deep neural networks (DNNs) have been used in many different applications in recent years for pattern recognition and data mining, and are widely considered to be the dominant algorithmic framework in machine learning. However, DNNs are computationally and energetically intensive algorithms that perform billions of floating-point operations...
Published: 2/13/2025   |   Inventor(s): Sarma Vrudhula, Ankit Wagle, Gian Singh
Keywords(s):  
Category(s): Physical Science, Semiconductor Devices, Artificial Intelligence/Machine Learning
In-Memory Hardware-Software Co-design for Image Processing
A substantial part of high energy consumption (> 60%) and large latency (> 90%) of conventional von-Neumann architectures can be attributed to the unavoidable data movement between the processor and main memory (DRAM). This is perhaps the major limiting factor for big data and machine learning applications whose usage is permeating into practically...
Published: 2/13/2025   |   Inventor(s): Ayushi Dube, Ankit Wagle, Gian Singh, Sarma Vrudhula
Keywords(s): Algorithm Development, Computing Architecture, Imaging, Machine Learning, Performance Optimization, PS-Computing and Information Technology, Resource Management
Category(s): Computing & Information Technology, Imaging, Physical Science