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

Product type Paperback

Published in Dec 2023

Publisher Packt

ISBN-13 9781837637546

Length 344 pages

Edition 1st Edition

Languages

Python

Tools

Blockchain

Concepts

Blockchain

Author (1):

Gabriela Castillo Areco

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

Technical requirements:
- 10 minutes to pandas, pandas 1.5.3 documentation, pandas - Python Data Analysis Library: https://pandas.pydata.org/docs/user_guide/10min.html#min
Evolution of smart contracts:
- Upgrading Smart Contracts, ethereum.org: https://ethereum.org/en/developers/docs/smart-contracts/upgrading/
Exploratory Data Analysis:
- Introduction to Data Science: A Python Approach to Concepts, Techniques and Applications, Laura Igual, Santi Seguí, Springer
- Three Ways to Detect Outliers, Colin Gorrie, Colin Gorrie’s Data Story: https://colingorrie.github.io/outlier-detection.html#modified-z-score-method
- Python for Data Analysis: Data Wrangling With Pandas, NumPy, and Jupyter, Wes McKinney, O’Reilly Media
- Box Plot Review, Khan Academy: https://www.khanacademy.org/math/statistics-probability/summarizing-quantitative-data/box-whisker-plots/a/box-plot-review
- Hands-On Exploratory Data Analysis...