Using GPUs for Machine Learning Algorithms

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

Seoul, Korea

August 31-September 01

ISBN: 0-7695-2420-6

	ASCII Text	x
	Dave Steinkrau, Patrice Y. Simard, Ian Buck, "Using GPUs for Machine Learning Algorithms," Document Analysis and Recognition, International Conference on, pp. 1115-1119, Eighth International Conference on Document Analysis and Recognition (ICDAR'05), 2005.

	BibTex	x
	@article{ 10.1109/ICDAR.2005.251, author = {Dave Steinkrau and Patrice Y. Simard and Ian Buck}, title = {Using GPUs for Machine Learning Algorithms}, journal ={Document Analysis and Recognition, International Conference on}, volume = {0}, year = {2005}, issn = {1520-5263}, pages = {1115-1119}, doi = {http://doi.ieeecomputersociety.org/10.1109/ICDAR.2005.251}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Document Analysis and Recognition, International Conference on TI - Using GPUs for Machine Learning Algorithms SN - 1520-5263 SP1115 EP1119 A1 - Dave Steinkrau, A1 - Patrice Y. Simard, A1 - Ian Buck, PY - 2005 KW - null VL - 0 JA - Document Analysis and Recognition, International Conference on ER -

Dave Steinkrau, Microsoft Research,WA

Patrice Y. Simard, Microsoft Research,WA

Ian Buck, Stanford University

DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/ICDAR.2005.251

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.

Citation:

Dave Steinkrau, Patrice Y. Simard, Ian Buck, "Using GPUs for Machine Learning Algorithms," icdar, pp.1115-1119, Eighth International Conference on Document Analysis and Recognition (ICDAR'05), 2005

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