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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

LLMs

LLMs are the next evolutionary step after transformers in the world of NLP. They’re not just beefed-up older models; they represent a quantum leap. These models can handle vast amounts of text data and perform tasks previously thought to be reserved for human minds.

Simply put, LLMs can produce text, answer questions, and even code. Picture chatting with software and it replying just like a human, catching subtle hints and recalling earlier parts of the conversation. That’s what LLMs offer.

Language models (LMs) have always been the backbone of NLP, helping in tasks ranging from machine translation to more modern tasks like text classification. While the early LMs relied on RNNs and Long Short-Term Memory (LSTM) structures, today’s NLP achievements are primarily due to deep learning techniques, especially transformers.

The hallmark of LLMs? Their capacity to read and learn from vast quantities of text. Training one from scratch is a serious undertaking...

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