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Applications And Trends In Fintech I: Governance, Ai, And Blockchain Design Thinking [Pehme köide]

Edited by (S'pore Univ Of Social Sciences, S'pore), Edited by (S'pore Univ Of Social Sciences, S'pore), Edited by (S'pore Univ Of Social Sciences, S'pore & Global Fintech Inst, S'pore), Edited by (S'pore Univ Of Social Sciences, S'pore)
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Applications And Trends In Fintech I: Governance, Ai, And Blockchain Design ThinkingSuurem pilt
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This book is the first part of Applications and Trends in Fintech, which serves as a comprehensive guide to the advanced topics in fintech, including the deep learning and natural language processing algorithms, blockchain design thinking, token economics, cybersecurity, cloud computing and quantum computing, compliance and risk management, and global fintech trends. Readers will gain knowledge about the applications of fintech in finance and its latest developments as well as trends. This fourth volume covers the foundation of fintech, which is ethics and governance, and advanced topics in two of the most important technologies, artificial intelligence and blockchain. Together with the second part in applications and trends (fifth volume), these two books will deepen readers' understanding of the fintech fundamentals covered in previous volumes through various applications and analysis of impacts and trends.



"This book is the first part of Applications and Trends in Fintech, which serves as a comprehensive guide to the advanced topics in fintech, including the deep learning and natural language processing algorithms, blockchain design thinking, token economics, cybersecurity, cloud computing and quantum computing, compliance and risk management, and global fintech trends. Readers will gain knowledge about the applications of fintech in finance and its latest developments as well as trends. This fourth volumecovers the foundation of fintech, which is ethics and governance, and advanced topics in two of the most important technologies, artificial intelligence and blockchain. Together with the second part in applications and trends (fifth volume), these two books will deepen readers' understanding of the fintech fundamentals covered in previous volumes through various applications and analysis of impacts and trends"--
Preface v
About the Editors vii
Part A: Ethics and Governance 1(68)
Chapter 1 Ethical Framework and Principles
5(20)
1.1 Introduction
5(1)
1.2 The Ethical Framework
6(5)
1.3 Ethical Principles - CFtP Code of Ethics
11(4)
1.4 Professional Practice - CFtP Standard of Practice
15(5)
References/Further Readings
20(1)
1.5 Sample Questions
21(2)
Solutions
23(2)
Chapter 2 Governance and Regulation
25(44)
2.1 Introduction
25(1)
2.2 Governance and Regulatory Framework
26(3)
2.3 Governance and Regulatory Principles
29(1)
2.4 Areas of Governance and Regulation
30(32)
References/Further Readings
62(2)
2.5 Sample Questions
64(3)
Solutions
67(2)
Part B: Artificial Intelligence, Machine Learning, and Deep Learning in Finance 69(88)
Chapter 3 Machine Learning
71(38)
3.1 Bias-Variance Tradeoffs
71(4)
3.2 Subset Selection and Shrinkage Methods
75(9)
3.3 Principal Component Regression
84(6)
3.4 Advanced ML Models in Classification
90(4)
3.5 Cross-Validation
94(6)
References/Further Readings
100(1)
3.6 Sample Questions
101(5)
Solutions
106(3)
Chapter 4 Deep Learning
109(36)
4.1 Artificial Neural Networks (ANN)/Multilayer Perceptron (MLP)
109(10)
4.2 Convolutional Neural Network (CNN)
119(5)
4.3 Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM)
124(6)
4.4 Generative Adversarial Networks (GAN)
130(3)
4.5 Deep Learning Applications in Finance
133(3)
References/Further Readings
136(1)
4.6 Sample Questions
137(4)
Solutions
141(4)
Chapter 5 Natural Language Processing (NLP)
145(12)
5.1 Natural Language Processing (NLP)
145(8)
References/Further Readings
153(1)
5.2 Sample Questions
153(2)
Solutions
155(2)
Part C: Blockchain Programming and Design Thinking 157
Chapter 6 Blockchain and Digital Currency Advanced
159(74)
6.1 Blockchain and DLT Advanced
159(19)
6.2 Cryptocurrency Advanced
178(9)
6.3 Ethereum and Smart Contracts
187(7)
6.4 New Forms of Digital Currency
194(8)
6.5 Privacy and Security
202(15)
6.6 Scalability
217(6)
6.7 Types of Blockchains
223(5)
References/Further Readings
228(1)
6.8 Sample Questions
229(2)
Solutions
231(2)
Chapter 7 Token Economics, Blockchain Ecosystem, and Design Thinking
233
7.1 Token Economy and Valuation
233(15)
7.2 Blockchain Design Thinking
248(22)
References/Further Readings
270(2)
7.3 Sample Questions
272(2)
Solutions
274