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Applied Computational Thinking with Python

You're reading from   Applied Computational Thinking with Python Algorithm design for complex real-world problems

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Product type Paperback
Published in Dec 2023
Publisher Packt
ISBN-13 9781837632305
Length 438 pages
Edition 2nd Edition
Languages
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Authors (2):
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Sofía De  Jesús Sofía De Jesús
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Sofía De Jesús
 Martinez Martinez
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Martinez
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Toc

Table of Contents (25) Chapters Close

Preface 1. Part 1: An Introduction to Computational Thinking
2. Chapter 1: Fundamentals of Computer Science FREE CHAPTER 3. Chapter 2: Elements of Computational Thinking 4. Chapter 3: Understanding Algorithms and Algorithmic Thinking 5. Chapter 4: Understanding Logical Reasoning 6. Chapter 5: Errors 7. Chapter 6: Exploring Problem Analysis 8. Chapter 7: Designing Solutions and Solution Processes 9. Chapter 8: Identifying Challenges within Solutions 10. Part 2: Applying Python and Computational Thinking
11. Chapter 9: Introduction to Python 12. Chapter 10: Understanding Input and Output to Design a Solution Algorithm 13. Chapter 11: Control Flow 14. Chapter 12: Using Computational Thinking and Python in Simple Challenges 15. Chapter 13: Debugging 16. Part 3: Data Processing, Analysis, and Applications Using Computational Thinking and Python
17. Chapter 14: Using Python in Experimental and Data Analysis Problems 18. Chapter 15: Introduction to Machine Learning 19. Chapter 16: Using Computational Thinking and Python in Statistical Analysis 20. Chapter 17: Applied Computational Thinking Problems 21. Chapter 18: Advanced Applied Computational Thinking Problems 22. Chapter 19: Integrating Python with Amazon Web Services (AWS) 23. Index 24. Other Books You May Enjoy

Understanding Algorithms and Algorithmic Thinking

In this chapter, we will focus more closely on understanding algorithms and algorithmic thinking. While this is the last step in the computational thought process, it is critical that we understand how algorithmic thinking helps us plan and understand our problems better. That is, the more we practice algorithmic design and algorithmic thinking, the easier it is to understand, decompose, and recognize patterns when problems are presented to us.

In this chapter, we will cover the following topics:

  • Defining algorithms in depth
  • Designing algorithms
  • Analyzing algorithms

After reading this chapter, you’ll understand algorithms better. So, we’ll begin by analyzing the definition of algorithms again, which we covered previously in Chapter 2, Elements of Computational Thinking, as well as how to design mathematical and computational algorithms.

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