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FPL
2009
Springer
156views Hardware» more  FPL 2009»
13 years 9 months ago
A highly scalable Restricted Boltzmann Machine FPGA implementation
Restricted Boltzmann Machines (RBMs) — the building block for newly popular Deep Belief Networks (DBNs) — are a promising new tool for machine learning practitioners. However,...
Sang Kyun Kim, Lawrence C. McAfee, Peter L. McMaho...
FPGA
2009
ACM
201views FPGA» more  FPGA 2009»
13 years 11 months ago
A high-performance FPGA architecture for restricted boltzmann machines
Despite the popularity and success of neural networks in research, the number of resulting commercial or industrial applications have been limited. A primary cause of this lack of...
Daniel L. Ly, Paul Chow
FPL
2009
Springer
161views Hardware» more  FPL 2009»
13 years 9 months ago
A multi-FPGA architecture for stochastic Restricted Boltzmann Machines
Although there are many neural network FPGA architectures, there is no framework for designing large, high-performance neural networks suitable for the real world. In this paper, ...
Daniel L. Ly, Paul Chow
FCCM
2006
IEEE
133views VLSI» more  FCCM 2006»
13 years 11 months ago
A Scalable FPGA-based Multiprocessor
It has been shown that a small number of FPGAs can significantly accelerate certain computing tasks by up to two or three orders of magnitude. However, particularly intensive lar...
Arun Patel, Christopher A. Madill, Manuel Salda&nt...
OOPSLA
1999
Springer
13 years 9 months ago
Object Views: Language Support for Intelligent Object Caching in Parallel and Distributed Computations
Object-based parallel and distributed applications are becoming increasingly popular, driven by the programmability advantages of component technology and a flat shared-object spa...
Ilya Lipkind, Igor Pechtchanski, Vijay Karamcheti