Autonomous Robotics and Deep Learning:
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Cham ; s.l.
Springer International Publishing
2014
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Schriftenreihe: | SpringerBriefs in Computer Science
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Schlagworte: | |
Online-Zugang: | TUM01 UPA01 UBR01 Volltext Inhaltsverzeichnis Abstract |
Beschreibung: | VIII, 66 p. Ill. |
ISBN: | 9783319056036 9781306702362 9783319056029 |
DOI: | 10.1007/978-3-319-05603-6 |
Internformat
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Datensatz im Suchindex
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adam_text | AUTONOMOUS ROBOTICS AND DEEP LEARNING
/ NATH, VISHNU
: 2014
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
OVERVIEW OF PROBABILITY AND STATISTICS
PRIMER ON MATRICES AND DETERMINANTS
ROBOT KINEMATICS
COMPUTER VISION
MACHINE LEARNING
EXPERIMENTAL RESULTS
FUTURE DIRECTION
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
AUTONOMOUS ROBOTICS AND DEEP LEARNING
/ NATH, VISHNU
: 2014
ABSTRACT / INHALTSTEXT
THIS SPRINGER BRIEF EXAMINES THE COMBINATION OF COMPUTER VISION
TECHNIQUES AND MACHINE LEARNING ALGORITHMS NECESSARY FOR HUMANOID ROBOTS
TO DEVELOP “TRUE CONSCIOUSNESS.” IT ILLUSTRATES THE CRITICAL FIRST
STEP TOWARDS REACHING “DEEP LEARNING,” LONG CONSIDERED THE HOLY
GRAIL FOR MACHINE LEARNING SCIENTISTS WORLDWIDE. USING THE EXAMPLE OF
THE ICUB, A HUMANOID ROBOT WHICH LEARNS TO SOLVE 3D MAZES, THE BOOK
EXPLORES THE CHALLENGES TO CREATE A ROBOT THAT CAN PERCEIVE ITS OWN
SURROUNDINGS. RATHER THAN RELYING SOLELY ON HUMAN PROGRAMMING, THE ROBOT
USES PHYSICAL TOUCH TO DEVELOP A NEURAL MAP OF ITS ENVIRONMENT AND
LEARNS TO CHANGE THE ENVIRONMENT FOR ITS OWN BENEFIT. THESE TECHNIQUES
ALLOW THE ICUB TO ACCURATELY SOLVE ANY MAZE, IF A SOLUTION EXISTS,
WITHIN A FEW ITERATIONS. WITH CLEAR ANALYSIS OF THE ICUB EXPERIMENTS AND
ITS RESULTS, THIS SPRINGER BRIEF IS IDEAL FOR ADVANCED LEVEL STUDENTS,
RESEARCHERS AND PROFESSIONALS FOCUSED ON COMPUTER VISION, AI AND MACHINE
LEARNING
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
any_adam_object | 1 |
author | Nath, Vishnu |
author_GND | (DE-588)1051738105 |
author_facet | Nath, Vishnu |
author_role | aut |
author_sort | Nath, Vishnu |
author_variant | v n vn |
building | Verbundindex |
bvnumber | BV041885129 |
classification_rvk | ST 308 ZQ 6230 |
classification_tum | DAT 000 |
collection | ZDB-2-SCS ZDB-22-CAN ZDB-26-MYL |
ctrlnum | (OCoLC)879508465 (DE-599)BVBBV041885129 |
dewey-full | 621.3 |
dewey-hundreds | 600 - Technology (Applied sciences) |
dewey-ones | 621 - Applied physics |
dewey-raw | 621.3 |
dewey-search | 621.3 |
dewey-sort | 3621.3 |
dewey-tens | 620 - Engineering and allied operations |
discipline | Informatik Elektrotechnik / Elektronik / Nachrichtentechnik Mess-/Steuerungs-/Regelungs-/Automatisierungstechnik / Mechatronik |
doi_str_mv | 10.1007/978-3-319-05603-6 |
format | Electronic eBook |
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institution | BVB |
isbn | 9783319056036 9781306702362 9783319056029 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027329166 |
oclc_num | 879508465 |
open_access_boolean | |
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spelling | Nath, Vishnu Verfasser (DE-588)1051738105 aut Autonomous Robotics and Deep Learning by Vishnu Nath, Stephen E. Levinson Cham ; s.l. Springer International Publishing 2014 VIII, 66 p. Ill. txt rdacontent c rdamedia cr rdacarrier SpringerBriefs in Computer Science Informatik (DE-588)4026894-9 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 gnd rswk-swf Militärroboter (DE-588)1027675174 gnd rswk-swf Robotik (DE-588)4261462-4 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Informatik (DE-588)4026894-9 s Künstliche Intelligenz (DE-588)4033447-8 s Maschinelles Sehen (DE-588)4129594-8 s Robotik (DE-588)4261462-4 s Militärroboter (DE-588)1027675174 s DE-604 Levinson, Stephen E. Sonstige oth https://doi.org/10.1007/978-3-319-05603-6 Verlag URL des Erstveröffentlichers Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027329166&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027329166&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
spellingShingle | Nath, Vishnu Autonomous Robotics and Deep Learning Informatik (DE-588)4026894-9 gnd Maschinelles Sehen (DE-588)4129594-8 gnd Militärroboter (DE-588)1027675174 gnd Robotik (DE-588)4261462-4 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd |
subject_GND | (DE-588)4026894-9 (DE-588)4129594-8 (DE-588)1027675174 (DE-588)4261462-4 (DE-588)4033447-8 |
title | Autonomous Robotics and Deep Learning |
title_auth | Autonomous Robotics and Deep Learning |
title_exact_search | Autonomous Robotics and Deep Learning |
title_full | Autonomous Robotics and Deep Learning by Vishnu Nath, Stephen E. Levinson |
title_fullStr | Autonomous Robotics and Deep Learning by Vishnu Nath, Stephen E. Levinson |
title_full_unstemmed | Autonomous Robotics and Deep Learning by Vishnu Nath, Stephen E. Levinson |
title_short | Autonomous Robotics and Deep Learning |
title_sort | autonomous robotics and deep learning |
topic | Informatik (DE-588)4026894-9 gnd Maschinelles Sehen (DE-588)4129594-8 gnd Militärroboter (DE-588)1027675174 gnd Robotik (DE-588)4261462-4 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd |
topic_facet | Informatik Maschinelles Sehen Militärroboter Robotik Künstliche Intelligenz |
url | https://doi.org/10.1007/978-3-319-05603-6 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027329166&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027329166&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
work_keys_str_mv | AT nathvishnu autonomousroboticsanddeeplearning AT levinsonstephene autonomousroboticsanddeeplearning |