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50 Algorithms Every Programmer Should Know

You're reading from   50 Algorithms Every Programmer Should Know Tackle computer science challenges with classic to modern algorithms in machine learning, software design, data systems, and cryptography

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Product type Paperback
Published in Sep 2023
Publisher Packt
ISBN-13 9781803247762
Length 538 pages
Edition 2nd Edition
Languages
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Author (1):
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Imran Ahmad Imran Ahmad
Author Profile Icon Imran Ahmad
Imran Ahmad
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Toc

Table of Contents (22) Chapters Close

Preface 1. Section 1: Fundamentals and Core Algorithms FREE CHAPTER
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

Index

A

abstract data types (ADT)

exploring 43

queues 47, 49

stacks 45-47

tree 50

vector 43, 44

abstract data types (ADT), stacks

practical example 47

time complexity 47

abstract data types (ADT), vector

time complexity 44

actionable rules

examples 176

activation functions 262

hyperbolic tangent (tanh) function 268, 269

ReLU activation function 266

sigmoid function 264, 265

softmax function 269, 270

step function 264

adjacency list

constructing 126

Advanced Encryption Standard (AES) 424

advanced lossless compression formats 404

GZIP compression 405

LZO compression 404

snappy compression 404

advanced sequential modeling techniques

evolution 346, 347

AI spring 252

AI winter 252

algorithm 4, 9

approximate algorithm 23

coding phase 6

compute-intensive algorithms 10

data-intensive algorithms 10

design phase 5

deterministic algorithm 22

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