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Data Science for Web3

You're reading from   Data Science for Web3 A comprehensive guide to decoding blockchain data with data analysis basics and machine learning cases

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Product type Paperback
Published in Dec 2023
Publisher Packt
ISBN-13 9781837637546
Length 344 pages
Edition 1st Edition
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Concepts
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Author (1):
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Gabriela Castillo Areco Gabriela Castillo Areco
Author Profile Icon Gabriela Castillo Areco
Gabriela Castillo Areco
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Toc

Table of Contents (23) Chapters Close

Preface 1. Part 1 Web3 Data Analysis Basics
2. Chapter 1: Where Data and Web3 Meet FREE CHAPTER 3. Chapter 2: Working with On-Chain Data 4. Chapter 3: Working with Off-Chain Data 5. Chapter 4: Exploring the Digital Uniqueness of NFTs – Games, Art, and Identity 6. Chapter 5: Exploring Analytics on DeFi 7. Part 2 Web3 Machine Learning Cases
8. Chapter 6: Preparing and Exploring Our Data 9. Chapter 7: A Primer on Machine Learning and Deep Learning 10. Chapter 8: Sentiment Analysis – NLP and Crypto News 11. Chapter 9: Generative Art for NFTs 12. Chapter 10: A Primer on Security and Fraud Detection 13. Chapter 11: Price Prediction with Time Series 14. Chapter 12: Marketing Discovery with Graphs 15. Part 3 Appendix
16. Chapter 13: Building Experience with Crypto Data – BUIDL 17. Chapter 14: Interviews with Web3 Data Leaders 18. Index 19. Other Books You May Enjoy Appendix 1
1. Appendix 2
2. Appendix 3

A Primer on Security and Fraud Detection

“All warfare is based on deception.” - Sun Tzu

The history of fraud is as old as time. Fraud in the crypto world comes as no surprise, and as crypto gains mainstream adoption, it becomes increasingly necessary to be aware of the different forms of fraud in order to be able to identify it.

Fraud is a significant issue for businesses in general, for governments, and for the blockchain industry in particular. According to the 2022 PwC Global Annual Review on fraud, 46% of surveyed organizations reported experiencing some form of fraud or economic crime within the last 24 months.

Governments are aware of the issue for tax purposes, as well as to combat money laundering and terrorism financing. Relevant agencies have a mandate to enforce the law and combat such illicit activity even if cryptocurrencies are involved. Due diligence is required for all subjects associated with financial activity or money services businesses, a...

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