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50 Algorithms Every Programmer Should Know - Second Edition

You're reading from  50 Algorithms Every Programmer Should Know - Second Edition

Product type Book
Published in Sep 2023
Publisher Packt
ISBN-13 9781803247762
Pages 538 pages
Edition 2nd Edition
Languages
Author (1):
Imran Ahmad Imran Ahmad
Profile icon Imran Ahmad

Table of Contents (22) Chapters

Preface 1. Section 1: Fundamentals and Core Algorithms
2. Overview of Algorithms 3. Data Structures Used in Algorithms 4. Sorting and Searching Algorithms 5. Designing Algorithms 6. Graph Algorithms 7. Section 2: Machine Learning Algorithms
8. Unsupervised Machine Learning Algorithms 9. Traditional Supervised Learning Algorithms 10. Neural Network Algorithms 11. Algorithms for Natural Language Processing 12. Understanding Sequential Models 13. Advanced Sequential Modeling Algorithms 14. Section 3: Advanced Topics
15. Recommendation Engines 16. Algorithmic Strategies for Data Handling 17. Cryptography 18. Large-Scale Algorithms 19. Practical Considerations 20. Other Books You May Enjoy
21. Index

Practical example: Data management in AWS: A focus on CAP theorem and compression algorithms

Let us consider an example of a global e-commerce platform that runs on multiple cloud servers across the world. This platform handles thousands of transactions every second, and the data generated from these transactions needs to be stored and processed efficiently. We’ll see how the CAP theorem and compression algorithms can guide the design of the platform’s data management system.

1. Applying the CAP theorem

The CAP theorem states that a distributed data store cannot simultaneously provide more than two out of the following three guarantees: consistency, availability, and partition tolerance.

In our e-commerce platform scenario, availability and partition tolerance might be prioritized. High availability ensures that the system can continue processing transactions even if a few servers fail. Partition tolerance means the system can still function even if network...

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