Efficient Algorithm Design: Unlock the power of algorithms to optimize computer programming
Makrehchi, Masoud
- 出版商: Packt Publishing
- 出版日期: 2024-10-31
- 售價: $1,810
- 貴賓價: 9.5 折 $1,720
- 語言: 英文
- 頁數: 360
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1835886825
- ISBN-13: 9781835886823
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相關分類:
R 語言、Algorithms-data-structures
海外代購書籍(需單獨結帳)
相關主題
商品描述
Master advanced algorithm design techniques to tackle complex programming challenges and optimize application performance
Key Features:
- Develop advanced algorithm design skills to solve modern computational problems
- Learn state-of-the-art techniques to deepen your understanding of complex algorithms
- Apply your skills to real-world scenarios, enhancing your expertise in today's tech landscape
- Purchase of the print or Kindle book includes a free PDF eBook
Book Description:
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.
What You Will Learn:
- Gain skills in advanced algorithm design for better problem-solving
- Understand algorithm correctness and complexity for robust software
- Apply theoretical concepts to real-world scenarios for practical solutions
- Master sorting and search algorithms, understanding their synergy
- Explore recursion and recurrence for complex algorithmic structures
- Leverage dynamic programming to optimize algorithms
- Grasp the impact of data structures on algorithm efficiency and design
Who this book is for:
If you're a software engineer, computer scientist, or a student in a related field looking to deepen your understanding of algorithm design and analysis, this book is tailored for you. A foundation in programming and a grasp of basic mathematical concepts is recommended. It's an ideal resource for those already familiar with the basics of algorithms who want to explore more advanced topics. Data scientists and AI developers will find this book invaluable for enhancing their algorithmic approaches in practical applications.
Table of Contents
- Introduction to Algorithm Analysis
- Mathematical Induction and Loop Invariant for Algorithm Correctness
- Rate of Growth for Complexity Analysis
- Recursion and Recurrence Functions
- Solving Recurrence Functions
- Sorting Algorithms
- Search Algorithms
- Symbiotic Relationship between Sort and Search
- Randomized Algorithms
- Dynamic Programming
- Landscape of Data Structures
- Linear Data Structures
- Non-Linear Data Structures
- Tomorrow's Algorithms
商品描述(中文翻譯)
**掌握先進的演算法設計技術,以應對複雜的程式挑戰並優化應用程式性能**
**主要特色:**
- 發展先進的演算法設計技能,以解決現代計算問題
- 學習最先進的技術,深化對複雜演算法的理解
- 將您的技能應用於現實世界情境,提升您在當今科技領域的專業知識
- 購買印刷版或 Kindle 版書籍可獲得免費 PDF 電子書
**書籍描述:**
《高效演算法設計》重新定義了演算法,追溯計算機科學作為一門橋接自然科學和數學的學科的演變。作者 Masoud Makrehchi 博士,憑藉其在出版和演講方面的豐富經驗,探討了計算機作為有形硬體和無形演算法的雙重性。
本書引導您了解演算法設計和分析的基本要素,包括正確性證明以及重複和迴圈的重要性。這些基礎為探索演算法複雜性奠定了基礎,並通過使用排序和搜尋作為範例的設計和分析實踐練習進行深入探討。每一章都深入探討關鍵主題,如遞迴和動態規劃,並通過實際範例和練習將理論與現實應用聯繫起來。本書的特點在於其對演算法設計和分析的實際應用的重視,使您能夠有效解決真實的程式挑戰。
在本書結束時,您將對演算法基礎有深入的理解,並獲得設計高效演算法的能力,使您能夠開發出更穩健和優化的軟體解決方案。
**您將學到的內容:**
- 獲得先進演算法設計的技能,以改善問題解決能力
- 理解演算法的正確性和複雜性,以實現穩健的軟體
- 將理論概念應用於現實情境,以獲得實用解決方案
- 精通排序和搜尋演算法,理解它們的協同作用
- 探索遞迴和遞迴函數以應對複雜的演算法結構
- 利用動態規劃來優化演算法
- 理解資料結構對演算法效率和設計的影響
**本書適合誰:**
如果您是軟體工程師、計算機科學家或相關領域的學生,並希望深化對演算法設計和分析的理解,本書專為您量身打造。建議具備程式設計基礎和基本數學概念。這是一本理想的資源,適合那些已經熟悉演算法基礎並希望探索更高級主題的人。資料科學家和 AI 開發者將發現本書對於提升其在實際應用中的演算法方法非常有價值。
**目錄:**
- 演算法分析導論
- 數學歸納法和迴圈不變式的演算法正確性
- 複雜性分析的增長率
- 遞迴和遞迴函數
- 解決遞迴函數
- 排序演算法
- 搜尋演算法
- 排序與搜尋之間的共生關係
- 隨機演算法
- 動態規劃
- 資料結構的全景
- 線性資料結構
- 非線性資料結構
- 明日的演算法