An introduction to data: everything you need to know about AI, big data and data science
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cham, Switzerland
Springer
[2019]
|
| Series: | Studies in big data
Volume 50 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | xv, 131 Seiten Illustrationen, Diagramme |
| ISBN: | 9783030044671 |
| ISSN: | 2197-6503 |
Staff View
MARC
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| 245 | 1 | 0 | |a An introduction to data |b everything you need to know about AI, big data and data science |c Francesco Corea |
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| 650 | 4 | |a Artificial Intelligence | |
| 650 | 4 | |a Mathematical Models of Cognitive Processes and Neural Networks | |
| 650 | 4 | |a Engineering | |
| 650 | 4 | |a Big data | |
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Contents
1 Introduction to Data. 1
References. 4
2 Big Data Management: How Organizations Create and
Implement Data Strategies. 7
References. 13
3 Introduction to Artificial Intelligence. 15
3.1 Basic Definitions and Categorization . . *. 15
3.2 A Bit of History. 18
3.3 Why AI Is Relevant Today. 20
References . . . . 22
4 AI Knowledge Map: How to Classify AI Technologies. 25
References.*. 29
5 Advancements in the Field. 31
5.1 Machine Learning. 31
5.2 Neuroscience Advancements. 34
5.3 Hardware and Chips. 36
References. 38
6 AI Business Models. 41
Reference. 46
7 Hiring a Data Scientist. 47
References. 51
8 AI and Speech Recognition. 53
8.1 Conversation Interfaces. 53
8.2 The Challenges Toward Master Bots. 54
ix
x Contents
8.3 How Is the Market Distributed?.- 55
8.4 Final Food for Thoughts. 56
References. 56
9 AI and Insurance. 57
9.1 A Bit of Background. 57
9.2 So How Can AI Help the Insurance Industry?. 58
9.3 Who Are the Sector Innovators? . 59
9.4 Concluding Thoughts. 61
10 AI and Financial Services. 63
10.1 Financial Innovation: Lots of Talk, Little Action?. 63
10.2 Innovation Transfer: The Biopharma Industry. 64
10.3 Introducing AI, Your Personal Financial Disrupter. 65
10.4 Segmentation of AI in Fintech. 66
10.5 Conclusions. 68
References. 68
11 AI and Blockchain. 69
11.1 Non-technical Introduction to Blockchain. 69
11.2 A Digression on Initial Coin Offerings (ICOs) . 70
11.3 How AI Can Change Blockchain . . 71
11.4 How Blockchain Can Change AI. 72
11.5 Decentralized Intelligent Companies. 73
11.6 Conclusion. 75
References. 75
12 New Roles in AI. 77
12.1 Hiring New Figures to Lead the Data Revolution. 77
12.2 The Chief Data Officer (CDO). 77
12.3 The Chief Artificial Intelligence Officer (CAIO). 79
12.4 The Chief Robotics Officer (CRO). 80
13 Aland Ethics. 83
13.1 How to Design Machines with Ethically-Significant
Behaviors. 83
13.2 Data and Biases . . . . 83
13.3 Accountability and Trust. 85
13.4 AI Usage and the Control Problem. 88
13.5 AI Safety and Catastrophic Risks. 89
13.6 Research Groups on AI Ethics and Safety. 89
13.7 Conclusion. . 90
References. 91
14 AI and Intellectual Property. 93
14.1 Why Startups Patent Inventions
(and Why Is Different for AI). 93
Contents xi
14.2 The Advantages of Patenting Your Product. 94
14.3 Reasons Behind not Looking for Patent Protection . . . 96
14.4 The Patent Landscape. 98
14.5 Conclusions. 99
References. 99
15 AI and Venture Capital . . 101
15.1 The Rationale. 101
15.2 Previous Studies. . . . 102
15.2.1 Personal and Team Characteristics. 102
15.2.2 Financial Considerations. 104
15.2.3 Business Features. 104
15.2.4 Industry Knowledge. 105
15.2.5 An Outsider Study: Hobos and Highfliers. 105
15.3 Who Is Using AI in the Private Investment Field. 107
15.4 Conclusions . 108
References . . 108
16 A Guide to AI Accelerators and Incubators. Ill
16.1 Definitions . Ill
16.2 Are They Worth Their Value? . 112
16.2.1 Entrepreneur Perspective: To Join or not to Join. 112
16.2.2 Investor Perspective: Should I Stay or
Should I Go. 113
16.2.3 Accelerators Assessment Metrics: Is the Program
Any Good?. 114
16.3 A Comparison Between Accelerators. 115
16.4 Final Thoughts. 115
References. 118
Appendix A: Nomenclature for Managers. 119
Appendix B: Data Science Maturity Test . 123
Appendix C: Data Scientist Extended Skills List
(Examples in Parentheses). 127
Appendix D: Data Scientist Personality Questionnaire. 129 |
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| 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 |
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| discipline | Informatik |
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| id | DE-604.BV045426823 |
| illustrated | Illustrated |
| indexdate | 2025-02-05T21:00:15Z |
| institution | BVB |
| isbn | 9783030044671 |
| issn | 2197-6503 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-030812590 |
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| physical | xv, 131 Seiten Illustrationen, Diagramme |
| publishDate | 2019 |
| publishDateSearch | 2019 |
| publishDateSort | 2019 |
| publisher | Springer |
| record_format | marc |
| series | Studies in big data |
| series2 | Studies in big data |
| spelling | Corea, Francesco Verfasser (DE-588)1116641216 aut An introduction to data everything you need to know about AI, big data and data science Francesco Corea Cham, Switzerland Springer [2019] © 2019 xv, 131 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Studies in big data Volume 50 2197-6503 Computational Intelligence Big Data Big Data/Analytics Artificial Intelligence Mathematical Models of Cognitive Processes and Neural Networks Engineering Big data Artificial intelligence Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Big Data (DE-588)4802620-7 gnd rswk-swf Data Science (DE-588)1140936166 gnd rswk-swf Big Data (DE-588)4802620-7 s Data Science (DE-588)1140936166 s Künstliche Intelligenz (DE-588)4033447-8 s DE-604 Erscheint auch als Online-Ausgabe 978-3-030-04468-8 Studies in big data Volume 50 (DE-604)BV041647338 50 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=030812590&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Corea, Francesco An introduction to data everything you need to know about AI, big data and data science Studies in big data Computational Intelligence Big Data Big Data/Analytics Artificial Intelligence Mathematical Models of Cognitive Processes and Neural Networks Engineering Big data Artificial intelligence Künstliche Intelligenz (DE-588)4033447-8 gnd Big Data (DE-588)4802620-7 gnd Data Science (DE-588)1140936166 gnd |
| subject_GND | (DE-588)4033447-8 (DE-588)4802620-7 (DE-588)1140936166 |
| title | An introduction to data everything you need to know about AI, big data and data science |
| title_auth | An introduction to data everything you need to know about AI, big data and data science |
| title_exact_search | An introduction to data everything you need to know about AI, big data and data science |
| title_full | An introduction to data everything you need to know about AI, big data and data science Francesco Corea |
| title_fullStr | An introduction to data everything you need to know about AI, big data and data science Francesco Corea |
| title_full_unstemmed | An introduction to data everything you need to know about AI, big data and data science Francesco Corea |
| title_short | An introduction to data |
| title_sort | an introduction to data everything you need to know about ai big data and data science |
| title_sub | everything you need to know about AI, big data and data science |
| topic | Computational Intelligence Big Data Big Data/Analytics Artificial Intelligence Mathematical Models of Cognitive Processes and Neural Networks Engineering Big data Artificial intelligence Künstliche Intelligenz (DE-588)4033447-8 gnd Big Data (DE-588)4802620-7 gnd Data Science (DE-588)1140936166 gnd |
| topic_facet | Computational Intelligence Big Data Big Data/Analytics Artificial Intelligence Mathematical Models of Cognitive Processes and Neural Networks Engineering Big data Artificial intelligence Künstliche Intelligenz Data Science |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030812590&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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