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Teaching neural networks using LEGO handy board robots in an artificial intelligence course

Published: 11 January 2003 Publication History

Abstract

In this paper we propose a novel method for teaching neural networks with back propagation in an undergraduate Artificial Intelligence course. We use an agent based approach in the course, as outlined in the textbook Artificial Intelligence A Modern Approach by Stuart Russell and Peter Norvig [7]. The students build a robot agent whose task is to learn path-following behavior with a neural network. Robot agents are constructed from standard LEGO pieces and use the MIT Handy Board as a controller.

References

[1]
Fagin, B.S., Merkle, L.D., and Eggers, T., Teaching Computer Science With Robotics Using Ada/Mindsotrms 2.0.
[2]
Generation5.org, Back-Propagation: CBPNet, http://www.generation5.org/cbpnet.shtml
[3]
Interactive C 4.0, Kiss Institute, Available WWW. http://www.kipr.org/ic/download/
[4]
Kumar, D. and Meeden, L., A Robot Laboratory For Teaching Artificial Intelligence, In Proceedings of the 29th SIGCSE Technical Symposium on Computer Science Education (1998).
[5]
Martin, F., The Handy Board. Available WWW. http://www.handyboard.com/
[6]
Mitchell, T., Machine Learning, The McGraw Hill Companies Inc., 1997 ISBN 0-07-042807-7
[7]
Russell, S., and Norvig, P., Artificial Intelligence A Modern Approach, Prentice-Hall Inc. 1995 ISBN 0-13-103805-2
[8]
Sondak, N.E., Sondak, V. K., Neural Networks and Artificial Intelligence, In Proceedings of the 20th SIGCSE Technical Symposium on Computer Science Education February (1989).
[9]
Using Interactive C 4.0, Available WWW. http://domanski.cs.csi.cuny.edu/imberman/csc126/startinginteractiveC40.htm

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cover image ACM Conferences
SIGCSE '03: Proceedings of the 34th SIGCSE technical symposium on Computer science education
February 2003
444 pages
ISBN:158113648X
DOI:10.1145/611892
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 11 January 2003

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Author Tags

  1. artificial intelligence
  2. back propagation
  3. handy board
  4. neural networks
  5. robotics

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SIGCSE03
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SIGCSE03: SIGCSE 2003 Symposium
February 19 - 23, 2003
Navada, Reno, USA

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Overall Acceptance Rate 1,595 of 4,542 submissions, 35%

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  • (2022)A review study on the investigation of the effects of using robots in education on metacognitive behaviorsComputer Applications in Engineering Education10.1002/cae.2250830:4(1277-1288)Online publication date: 20-Mar-2022
  • (2008)Robots for EducationSpringer Handbook of Robotics10.1007/978-3-540-30301-5_56(1283-1301)Online publication date: 2008
  • (2005)A robotics lab for CS1Journal of Computing Sciences in Colleges10.5555/1089053.108907121:2(131-137)Online publication date: 1-Dec-2005
  • (2005)Three fun assignments for an Artificial Intelligence classJournal of Computing Sciences in Colleges10.5555/1089053.108906921:2(113-118)Online publication date: 1-Dec-2005
  • (2004)Peer learning with lego mindstorms34th Annual Frontiers in Education, 2004. FIE 2004.10.1109/FIE.2004.1408740(1198-1203)Online publication date: 2004
  • (2022)A review study on the investigation of the effects of using robots in education on metacognitive behaviorsComputer Applications in Engineering Education10.1002/cae.2250830:4(1277-1288)Online publication date: 20-Mar-2022
  • (2019)PopBotsProceedings of the Thirty-Third AAAI Conference on Artificial Intelligence and Thirty-First Innovative Applications of Artificial Intelligence Conference and Ninth AAAI Symposium on Educational Advances in Artificial Intelligence10.1609/aaai.v33i01.33019729(9729-9736)Online publication date: 27-Jan-2019
  • (2018)Development and validation of an educational robot attitude scale (ERAS) for secondary school studentsInteractive Learning Environments10.1080/10494820.2018.1474234(1-12)Online publication date: 13-May-2018
  • (2017)Analysis of student characteristics and feeling of efficacy in a first undergraduate artificial intelligence course2017 IEEE International Conference on Electro Information Technology (EIT)10.1109/EIT.2017.8053322(010-015)Online publication date: May-2017
  • (2010)Enhancing student learning in artificial intelligence using roboticsProceedings of the IEEE SoutheastCon 2010 (SoutheastCon)10.1109/SECON.2010.5453897(168-171)Online publication date: Mar-2010
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