How smart machines think:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cambridge, Massachusetts ; London, England
The MIT Press
[2018]
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | xiv, 298 Seiten Illustrationen, Diagramme |
| ISBN: | 9780262038409 |
Internformat
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV045236159 | ||
| 003 | DE-604 | ||
| 005 | 20190114 | ||
| 007 | t | ||
| 008 | 181017s2018 xxua||| |||| 00||| eng d | ||
| 010 | |a 017059862 | ||
| 020 | |a 9780262038409 |9 978-0-262-03840-9 | ||
| 035 | |a (OCoLC)1023431021 | ||
| 035 | |a (DE-599)BVBBV045236159 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 044 | |a xxu |c US | ||
| 049 | |a DE-91G |a DE-20 |a DE-573 |a DE-355 | ||
| 050 | 0 | |a QA76.87 | |
| 082 | 0 | |a 006.3 |2 23 | |
| 084 | |a ST 300 |0 (DE-625)143650: |2 rvk | ||
| 084 | |a ST 301 |0 (DE-625)143651: |2 rvk | ||
| 084 | |a DAT 708f |2 stub | ||
| 084 | |a DAT 700f |2 stub | ||
| 100 | 1 | |a Gerrish, Sean |4 aut | |
| 245 | 1 | 0 | |a How smart machines think |c Sean Gerrish ; foreword by Kevin Scott, CTO, Microsoft |
| 264 | 1 | |a Cambridge, Massachusetts ; London, England |b The MIT Press |c [2018] | |
| 300 | |a xiv, 298 Seiten |b Illustrationen, Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a Includes bibliographical references and index | ||
| 650 | 4 | |a Neural networks (Computer science) | |
| 650 | 4 | |a Machine learning | |
| 650 | 4 | |a Artificial intelligence | |
| 650 | 0 | 7 | |a Neuronales Netz |0 (DE-588)4226127-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Künstliche Intelligenz |0 (DE-588)4033447-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Maschinelles Lernen |0 (DE-588)4193754-5 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Künstliche Intelligenz |0 (DE-588)4033447-8 |D s |
| 689 | 0 | 1 | |a Maschinelles Lernen |0 (DE-588)4193754-5 |D s |
| 689 | 0 | 2 | |a Neuronales Netz |0 (DE-588)4226127-2 |D s |
| 689 | 0 | |8 1\p |5 DE-604 | |
| 856 | 4 | 2 | |m Digitalisierung UB Regensburg - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030624445&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 856 | 4 | 2 | |m Digitalisierung UB Regensburg - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030624445&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |3 Klappentext |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-030624445 | ||
| 883 | 1 | |8 1\p |a cgwrk |d 20201028 |q DE-101 |u https://d-nb.info/provenance/plan#cgwrk | |
Datensatz im Suchindex
| _version_ | 1804178967203151872 |
|---|---|
| adam_text | CONTENTS
Foreword by Kevin Scott, CTO, Microsoft ix
Preface xi
Acknowledgments xiii
1 THE SECRET OF THE AUTOMATON 1
2 SELF-D RIVING CARS AND THE DARPA GRAND CHALLENGE 9
3 KEEPING WITHIN THE LANES: PERCEPTION
IN SELF-DRIVING CARS 23
4 YIELDING AT INTERSECTIONS: THE BRAIN
OF A SELF-DRIVING CAR 37
5 NETFLIX AND THE RECOMMENDATION-ENGINE
CHALLENGE 57
6 ENSEMBLES OFTEAMS:THE NETFLIX PRIZEWINNERS 73
7 TEACHING COMPUTERS BY GIVING THEM TREATS 89
8 HOW TO BEAT ATARI GAMES BY USING NEURAL NETWORKS 107
9 ARTIFICIAL NEURAL NETWORKS’ VIEW OF THE WORLD 125
10 LOOKING UNDER THE HOOD OF DEEP NEURAL
NETWORKS 145
11 NEURAL NETWORKS THAT CAN HEAR, SPEAK, AND
REMEMBER 157
12 UNDERSTANDING NATURAL LANGUAGE (AND JEOPARDY7
QUESTIONS) 171
13 MINING THE BEST JEOPARDY! ANSWER 187
14 BRUTE-FORCE SEARCH YOUR WAY TO A GOOD STRATEGY 207
Vlll
Contents
15 EXPERT-LEVEL PLAY FUR THE GAME OF GO
16 REAL-TIME AI AND STARCRAFT 249
17 FIVE DECADES (OR MORE) FROM WOW 261
Notes 269
Index 295
229
HOW SMART
MACHINES THINK
FOREWORD BY KEVIN SCOTT, CTO OF MICROSOFT
The future is here: Self-driving cars are on the streets, an
algorithm gives you movie and TV recommendations, IBM’s
Watson triumphed on Jeopardy/ over puny human brains,
computer programs can be trained to play Atari games. But
how do all these things work? In this book, Sean Gerrish
offers an engaging and accessible overview of the break-
throughs in artificial intelligence and machine learning that
have made today’s machines so smart.
Gerrish outlines some of the key ideas that enable intel-
ligent machines to perceive and interact with the world. He
describes the software architecture that allows self-driving
cars to stay on the road and to navigate crowded urban envi-
ronments; the miliion-dollar Netflix competition for a better
recommendation engine (which had an unexpected ending);
and how programmers trained computers to perform certain
behaviors by offering them treats, as if they were training a
dog. He explains how artificial neural networks enable com-
puters to perceive the world—and to play Atari video games
better than humans. He discusses Watson’s famous victory
on Jeopardy/, and he looks at how computers play games,
describing AlphaGo and Deep Blue, which beat reigning
world champions at the strategy games of Go and chess.
Computers have not yet mastered everything, however;
Gerrish outlines the difficulties in creating intelligent agents
that can successfully play video games like StarCraft that
have evaded solution—at least for now.
Gerrish weaves the stories behind these breakthroughs
into the narrative, introducing readers to many of the
researchers involved, and keeping technical details to a min-
imum. Science and technology buffs will find this book an
essential guide to a future in which machines can outsmart
humans.
|
| any_adam_object | 1 |
| author | Gerrish, Sean |
| author_facet | Gerrish, Sean |
| author_role | aut |
| author_sort | Gerrish, Sean |
| author_variant | s g sg |
| building | Verbundindex |
| bvnumber | BV045236159 |
| callnumber-first | Q - Science |
| callnumber-label | QA76 |
| callnumber-raw | QA76.87 |
| callnumber-search | QA76.87 |
| callnumber-sort | QA 276.87 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | ST 300 ST 301 |
| classification_tum | DAT 708f DAT 700f |
| ctrlnum | (OCoLC)1023431021 (DE-599)BVBBV045236159 |
| dewey-full | 006.3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3 |
| dewey-search | 006.3 |
| dewey-sort | 16.3 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>02300nam a2200517 c 4500</leader><controlfield tag="001">BV045236159</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20190114 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">181017s2018 xxua||| |||| 00||| eng d</controlfield><datafield tag="010" ind1=" " ind2=" "><subfield code="a">017059862</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9780262038409</subfield><subfield code="9">978-0-262-03840-9</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)1023431021</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV045236159</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="044" ind1=" " ind2=" "><subfield code="a">xxu</subfield><subfield code="c">US</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-91G</subfield><subfield code="a">DE-20</subfield><subfield code="a">DE-573</subfield><subfield code="a">DE-355</subfield></datafield><datafield tag="050" ind1=" " ind2="0"><subfield code="a">QA76.87</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">006.3</subfield><subfield code="2">23</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 300</subfield><subfield code="0">(DE-625)143650:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 301</subfield><subfield code="0">(DE-625)143651:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">DAT 708f</subfield><subfield code="2">stub</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">DAT 700f</subfield><subfield code="2">stub</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Gerrish, Sean</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">How smart machines think</subfield><subfield code="c">Sean Gerrish ; foreword by Kevin Scott, CTO, Microsoft</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Cambridge, Massachusetts ; London, England</subfield><subfield code="b">The MIT Press</subfield><subfield code="c">[2018]</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">xiv, 298 Seiten</subfield><subfield code="b">Illustrationen, Diagramme</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">Includes bibliographical references and index</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Neural networks (Computer science)</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Machine learning</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Artificial intelligence</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Neuronales Netz</subfield><subfield code="0">(DE-588)4226127-2</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Künstliche Intelligenz</subfield><subfield code="0">(DE-588)4033447-8</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Maschinelles Lernen</subfield><subfield code="0">(DE-588)4193754-5</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Künstliche Intelligenz</subfield><subfield code="0">(DE-588)4033447-8</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Maschinelles Lernen</subfield><subfield code="0">(DE-588)4193754-5</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="2"><subfield code="a">Neuronales Netz</subfield><subfield code="0">(DE-588)4226127-2</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="8">1\p</subfield><subfield code="5">DE-604</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Regensburg - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030624445&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Regensburg - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030624445&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Klappentext</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-030624445</subfield></datafield><datafield tag="883" ind1="1" ind2=" "><subfield code="8">1\p</subfield><subfield code="a">cgwrk</subfield><subfield code="d">20201028</subfield><subfield code="q">DE-101</subfield><subfield code="u">https://d-nb.info/provenance/plan#cgwrk</subfield></datafield></record></collection> |
| id | DE-604.BV045236159 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T08:12:23Z |
| institution | BVB |
| isbn | 9780262038409 |
| language | English |
| lccn | 017059862 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-030624445 |
| oclc_num | 1023431021 |
| open_access_boolean | |
| owner | DE-91G DE-BY-TUM DE-20 DE-573 DE-355 DE-BY-UBR |
| owner_facet | DE-91G DE-BY-TUM DE-20 DE-573 DE-355 DE-BY-UBR |
| physical | xiv, 298 Seiten Illustrationen, Diagramme |
| publishDate | 2018 |
| publishDateSearch | 2018 |
| publishDateSort | 2018 |
| publisher | The MIT Press |
| record_format | marc |
| spelling | Gerrish, Sean aut How smart machines think Sean Gerrish ; foreword by Kevin Scott, CTO, Microsoft Cambridge, Massachusetts ; London, England The MIT Press [2018] xiv, 298 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Includes bibliographical references and index Neural networks (Computer science) Machine learning Artificial intelligence Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 s Maschinelles Lernen (DE-588)4193754-5 s Neuronales Netz (DE-588)4226127-2 s 1\p DE-604 Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030624445&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030624445&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Gerrish, Sean How smart machines think Neural networks (Computer science) Machine learning Artificial intelligence Neuronales Netz (DE-588)4226127-2 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| subject_GND | (DE-588)4226127-2 (DE-588)4033447-8 (DE-588)4193754-5 |
| title | How smart machines think |
| title_auth | How smart machines think |
| title_exact_search | How smart machines think |
| title_full | How smart machines think Sean Gerrish ; foreword by Kevin Scott, CTO, Microsoft |
| title_fullStr | How smart machines think Sean Gerrish ; foreword by Kevin Scott, CTO, Microsoft |
| title_full_unstemmed | How smart machines think Sean Gerrish ; foreword by Kevin Scott, CTO, Microsoft |
| title_short | How smart machines think |
| title_sort | how smart machines think |
| topic | Neural networks (Computer science) Machine learning Artificial intelligence Neuronales Netz (DE-588)4226127-2 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| topic_facet | Neural networks (Computer science) Machine learning Artificial intelligence Neuronales Netz Künstliche Intelligenz Maschinelles Lernen |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030624445&sequence=000003&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=030624445&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT gerrishsean howsmartmachinesthink |