Using GPUs for Machine Learning Algorithms

Dave Steinkrau; Patrice Y. Simard; Ian Buck

doi:10.1109/ICDAR.2005.251

Eighth International Conference on Document Analysis and Recognition (ICDAR'05)

Using GPUs for Machine Learning Algorithms

Year: 2005, Pages: 1115-1119

DOI Bookmark: 10.1109/ICDAR.2005.251

Authors

Dave Steinkrau, Microsoft Research,WA
Patrice Y. Simard, Microsoft Research,WA
Ian Buck, Stanford University

Abstract

Using dedicated hardware to do machine learning typically ends up in disaster because of cost, obsolescence, and poor software. The popularization of Graphic Processing Units (GPUs), which are now available on every PC, provides an attractive alternative. We propose a generic 2-layer fully connected neural network GPU implementation which yields over 3X speedup for both training and testing with respect to a 3GHz P4 CPU.

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Using GPUs for Machine Learning Algorithms

Authors

Abstract

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