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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

Using large-scale algorithms in cloud computing

The rapid growth of data and the increasing complexity of machine learning models have made distributed model training an essential component of modern deep learning pipelines. Large-scale algorithms demand vast amounts of computational resources and necessitate efficient parallelism to optimize their training times. Cloud computing offers an array of services and tools that facilitate distributed model training, allowing you to harness the full potential of resource-hungry, large-scale algorithms.

Some of the key advantages of using the Cloud for distributed model training include:

  • Scalability: The Cloud provides virtually unlimited resources, allowing you to scale your model training workloads to meet the demands of large-scale algorithms.
  • Flexibility: The Cloud supports a wide range of machine learning frameworks and libraries, enabling you to choose the most suitable tools for your specific needs.
  • Cost...
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