Artificial intelligence and Big Data: the birth of a new intelligence
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Schriftenreihe: | Advances in information systems set
volume 8 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Beschreibung: | xxxiii, 117 Seiten Illustrationen, Diagramme |
| ISBN: | 9781786300836 |
Internformat
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Datensatz im Suchindex
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| adam_text | Contents
List of Figures................................................ ix
Preface...................................................... xiii
Introduction.................................................. xxi
Chapter 1. What is Intelligence? ............................... 1
1.1. Intelligence............................................ 1
1.2. Business Intelligence................................... 2
1.3. Artificial Intelligence................................. 5
1.4. How BI has developed.................................... 6
1.4.1. BI 1.0.............................................. 7
1.4.2. BI 2.0.............................................. 8
1.4.3. And beyond......................................... 11
Chapter 2. Digital Learning.................................... 13
2.1. What is learning? ..................................... 13
2.2. Digital learning....................................... 14
2.3. The Internet has changed the game...................... 16
2.4. Big Data and the Internet of Things will reshuffle
the cards................................................... 18
2.5. Artificial Intelligence linked to Big Data will
undoubtedly be the keystone of digital learning............. 21
2.6. Supervised learning.................................... 22
vi Artificial Intelligence and Big Data
2.7. Enhanced supervised learning........................ 24
2.8. Unsupervised learning............................... 28
Chapter 3. The Reign of Algorithms....................... 33
3.1. What is an algorithm?............................... 34
3.2. A brief history of AI............................ 34
3.2.1. Between the 1940s and 1950s.................. 35
3.2.2. Beginning of the 1960s.......................... 36
3.2.3. The 1970s....................................... 37
3.2.4. The 1980s....................................... 37
3.2.5. The 1990s....................................... 38
3.2.6. The 2000s....................................... 38
3.3. Algorithms are based on neural networks,
but what does this mean?................................. 39
3.4. Why do Big Data and AI work so well together?.... 42
Chapter 4. Uses for Artificial Intelligence................. 47
4.1. Customer experience management...................... 48
4.1.1. What role have smartphones and tablets
played in this relationship?........................... 50
4.1.2. CXM is more than just a software package........ 51
4.1.3. Components of CXM............................... 53
4.2. The transport industry.............................. 55
4.3. The medical industry................................ 58
4.4. “Smart” personal assistant (or agent)............... 60
4.5. Image and sound recognition......................... 62
4.6. Recommendation tools................................ 65
4.6.1. Collaborative filtering (a “collaborative”
recommendation mode)................................... 66
Conclusion.................................................. 71
Appendices.................................................. 75
Appendix 1. Big Data........................................ 77
Appendix 2. Smart Data
83
Contents vii
Appendix 3. Data Lakes.................................... 89
Appendix 4. Some Vocabulary Relevant to................... 93
Appendix 5. Comparison Between Machine Learning and
Traditional Business intelligence...................... 101
Appendix 6. Conceptual Outline of the Steps Required to
Implement a Customization Solution based on
Machine Learning......................................... 103
Bibliography............................................. 107
Glossary................................................. Ill
Index.................................................... 115
This book is a continuation of the author s previous work,
From Big Data to Smart Data (2015), which explored
Artificial Intelligence (Al) in the context of data exploitation,
self-learning and autonomous processing.
With the idea of deep learning having now become the
key to this new generation of solutions, major technological
players in the business intelligence sector have taken an
interest in the application of Big Data.
In this book, the author explores the recent technological
advances associated with digitized data flows, which have
recently opened up new horizons for Al.
The reader will gain insight into some of the areas of
application of Big Data in Al, including robotics, home
automation, health, security, image recognition and natural
language processing.
Fernando lafrate is head of the Business Intelligence
department at Disneyland Paris, France. He is also a lecturer
at Paris Dauphine University, Electronic Business Group and
Grenoble School of Management in France, and at Vlerick
Leuven Gent Management School in Belgium.
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| isbn | 9781786300836 |
| language | English |
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| spelling | Iafrate, Fernando Verfasser (DE-588)1071331981 aut Artificial intelligence and Big Data the birth of a new intelligence Fernando Iafrate London ISTE 2018 Hoboken, NJ Wiley xxxiii, 117 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Advances in information systems set volume 8 Big Data (DE-588)4802620-7 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 s Big Data (DE-588)4802620-7 s DE-604 Erscheint auch als Online-Ausgabe 978-1-119-42665-3 Erscheint auch als Online-Ausgabe, PDF 978-1-119-48926-9 (DE-604)BV044995066 Advances in information systems set volume 8 (DE-604)BV042571360 8 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=030361668&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=030361668&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Iafrate, Fernando Artificial intelligence and Big Data the birth of a new intelligence Advances in information systems set Big Data (DE-588)4802620-7 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd |
| subject_GND | (DE-588)4802620-7 (DE-588)4033447-8 |
| title | Artificial intelligence and Big Data the birth of a new intelligence |
| title_auth | Artificial intelligence and Big Data the birth of a new intelligence |
| title_exact_search | Artificial intelligence and Big Data the birth of a new intelligence |
| title_full | Artificial intelligence and Big Data the birth of a new intelligence Fernando Iafrate |
| title_fullStr | Artificial intelligence and Big Data the birth of a new intelligence Fernando Iafrate |
| title_full_unstemmed | Artificial intelligence and Big Data the birth of a new intelligence Fernando Iafrate |
| title_short | Artificial intelligence and Big Data |
| title_sort | artificial intelligence and big data the birth of a new intelligence |
| title_sub | the birth of a new intelligence |
| topic | Big Data (DE-588)4802620-7 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd |
| topic_facet | Big Data Künstliche Intelligenz |
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