Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning

In this paper, we learn a simple conceptual card game as learned by David Stracuzzi's Cumulus algorithm. We then posit a (sadly unimplemented) scheme to transfer the neural net created by it to a similar game with small modifications, hopefully cutting down the learning time. We then analyze th...

Full description

Bibliographic Details
Main Author:	Juozapaitis, Jeffrey James
Language:	en
Published:	The University of Arizona. 2012
Online Access:	http://hdl.handle.net/10150/271607

id	ndltd-arizona.edu-oai-arizona.openrepository.com-10150-271607
record_format	oai_dc
spelling	ndltd-arizona.edu-oai-arizona.openrepository.com-10150-2716072015-10-23T04:59:13Z Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning Juozapaitis, Jeffrey James In this paper, we learn a simple conceptual card game as learned by David Stracuzzi's Cumulus algorithm. We then posit a (sadly unimplemented) scheme to transfer the neural net created by it to a similar game with small modifications, hopefully cutting down the learning time. We then analyze the flaws with the transfer scheme and posit other schemes that may produce better results. 2012 text Electronic Thesis http://hdl.handle.net/10150/271607 en Copyright © is held by the author. Digital access to this material is made possible by the University Libraries, University of Arizona. Further transmission, reproduction or presentation (such as public display or performance) of protected items is prohibited except with permission of the author. The University of Arizona.
collection	NDLTD
language	en
sources	NDLTD
description	In this paper, we learn a simple conceptual card game as learned by David Stracuzzi's Cumulus algorithm. We then posit a (sadly unimplemented) scheme to transfer the neural net created by it to a similar game with small modifications, hopefully cutting down the learning time. We then analyze the flaws with the transfer scheme and posit other schemes that may produce better results.
author	Juozapaitis, Jeffrey James
spellingShingle	Juozapaitis, Jeffrey James Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning
author_facet	Juozapaitis, Jeffrey James
author_sort	Juozapaitis, Jeffrey James
title	Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning
title_short	Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning
title_full	Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning
title_fullStr	Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning
title_full_unstemmed	Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning
title_sort	exploring supervised many layered learning as a precursor to transfer learning
publisher	The University of Arizona.
publishDate	2012
url	http://hdl.handle.net/10150/271607
work_keys_str_mv	AT juozapaitisjeffreyjames exploringsupervisedmanylayeredlearningasaprecursortotransferlearning
_version_	1718101928873820160

Exploring Supervised Many Layered Learning as a Precursor to Transfer Learning

Similar Items