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Efficient Algorithm Design

Efficient Algorithm Design

By : Masoud Makrehchi
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Efficient Algorithm Design

Efficient Algorithm Design

By: Masoud Makrehchi

Overview of this book

Efficient Algorithm Design redefines algorithms, tracing the evolution of computer science as a discipline bridging natural science and mathematics. Author Masoud Makrehchi, PhD, with his extensive experience in delivering publications and presentations, explores the duality of computers as mortal hardware and immortal algorithms. The book guides you through essential aspects of algorithm design and analysis, including proving correctness and the importance of repetition and loops. This groundwork sets the stage for exploring algorithm complexity, with practical exercises in design and analysis using sorting and search as examples. Each chapter delves into critical topics such as recursion and dynamic programming, reinforced with practical examples and exercises that link theory with real-world applications. What sets this book apart is its focus on the practical application of algorithm design and analysis, equipping you to solve real programming challenges effectively. By the end of this book, you’ll have a deep understanding of algorithmic foundations and gain proficiency in designing efficient algorithms, empowering you to develop more robust and optimized software solutions.
Table of Contents (21 chapters)
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1
Part 1: Foundations of Algorithm Analysis
7
Part 2: Deep Dive in Algorithms
13
Part 3: Fundamental Data Structures
17
Part 4: Next Steps

Scalability

The explosion of data and the increasing complexity of modern systems demand algorithms that can operate effectively at an unprecedented scale. Whether it’s handling massive datasets, managing large-scale distributed systems, or optimizing processes for millions of users, scalability has become a central concern. Algorithms must not only be efficient but also adaptable to growing demands and diverse application contexts.

The current AI revolution, more than being driven by purely algorithmic advancements, has been fueled by three major developments:

  • An exponential increase in processing power: The continuous rise in processing capabilities, to the point where even Moore’s law (the prediction that the number of transistors on a microchip doubles every two years) might no longer hold, has allowed for much more complex and resource-intensive algorithms to be executed (see Figure 14.1). The emergence of specialized hardware, such as graphical processing...
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Tech Concepts
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Programming languages
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Efficient Algorithm Design
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