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Problem Solving with Algorithms and Data Structures Using Python. Release 3.0

5.0

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کتاب های مرتبط:

معرفی کلی کتاب

کتاب "Problem Solving with Algorithms and Data Structures Using Python. Release 3.0" اثری جامع و مهم در زمینه یادگیری برنامه‌نویسی و مفاهیم پایه‌ای کامپیوتر است. نویسندگان این کتاب، Miller B.N. و Ranum D.L. با نگاهی اصولی و کاربردی، به تحلیل و طراحی الگوریتم‌ها و ساختارهای داده با استفاده از زبان Python می‌پردازند. در این کتاب، خوانندگان با اصول پایه‌ای حل مسئله، تکنیک‌های کاربردی برنامه‌نویسی و تحلیل پیچیدگی زمانی و مکانی الگوریتم‌ها آشنا می‌شوند.

خلاصه‌ای جامع از کتاب

هدف اصلی این کتاب درک بهتر نحوه حل مسائل پیچیده با استفاده از الگوریتم‌ها و ساختارهای داده است. کتاب با معرفی Python به‌عنوان زبانی قدرتمند و ساده برای یادگیری شروع می‌کند و در ادامه مباحثی چون Analysis of Algorithms، Recursion، Linked Lists، Stacks، Queues، Trees و Graphs را بحث می‌کند. هر فصل با تمرین‌های عملی طراحی شده است تا مهارت‌های دانشجویان را در حل مسئله افزایش دهد. نویسندگان تمرکز ویژه‌ای بر روی کاربردی بودن مفاهیم دارند و سعی می‌کنند تا توازن مناسبی بین تئوری و عمل ایجاد کنند.

نکات کلیدی کتاب

  • فهم اصولی از نقش و اهمیت الگوریتم‌ها در حل مسائل پیچیده.
  • یادگیری ساختارهای داده و کاربردهای آنها در بهینه‌سازی برنامه‌ها.
  • تکنیک‌های تحلیل الگوریتم‌ها به‌منظور بهبود کارایی کدها.
  • استفاده از امکانات Python برای طراحی و پیاده‌سازی الگوریتم‌ها.
  • افزایش قدرت حل مسئله و منطق فکری در مسائل مختلف.

نقل‌قول‌های معروف از کتاب

"Understanding the costs associated with different algorithms and data structures helps in choosing the right one for the right task."

Miller B.N & Ranum D.L

"Solving problems efficiently is as crucial as the solution itself in a computational context."

Miller B.N & Ranum D.L

چرا این کتاب اهمیت دارد؟

اهمیت کتاب "Problem Solving with Algorithms and Data Structures Using Python" در توانایی آن در آموزش همزمان مبانی و تکنیک‌های پیشرفته برنامه‌نویسی نهفته است. این کتاب نه تنها برای دانشجویان و آموزش اصول ابتدایی ایده‌آل است، بلکه برای برنامه‌نویسان حرفه‌ای نیز می‌تواند منبعی معتبر برای بهبود دانش و مهارت‌هایشان باشد. بهره‌گیری از زبانی شناخته‌شده و کاربردی مانند Python، همراه با مثال‌ها و تمرین‌های عملی، این مجموعه را به یکی از بهترین منابع برای یادگیری الگوریتم‌ها و ساختارهای داده تبدیل کرده است.

Introduction to "Problem Solving with Algorithms and Data Structures Using Python"

Welcome to the remarkable journey through the realms of algorithms and data structures, meticulously penned by Miller B.N. and Ranum D.L. in the third release of their pivotal work, "Problem Solving with Algorithms and Data Structures Using Python". This book serves as a comprehensive guide for anyone who desires to delve deeply into the intricacies of computational theory and its application via the powerful programming language, Python.

This book is not merely a collection of theories but an insightful exploration aimed at enhancing your problem-solving aptitude using one of the most versatile programming languages, Python. It caters to early learners and experienced programmers who aim to hone their skills in computer science, offering a structured path to mastering the art of programming through practical examples and hands-on exercises.

Detailed Summary of the Book

The book is crafted to guide learners through the complex world of algorithms and data structures with ease. Beginning with fundamental concepts, it gradually transitions into more sophisticated topics, ensuring a solid understanding before advancing. Concepts such as list structures, recursion, sorting and searching algorithms, advanced data structures such as trees and graphs, and algorithm design techniques form the backbone of this text. A significant focus on Python ensures that readers are not only exposed to theoretical knowledge but can also immediately apply concepts in a practical Python environment. This synergy between theory and practice is what sets this work apart, allowing readers to tackle real-world problems efficiently.

Key Takeaways

  • Understanding of core algorithmic concepts and data structures using Python.
  • Enhancement of problem-solving skills applicable across different programming languages.
  • In-depth treatment of algorithm complexity and efficiency.
  • Hands-on exercises that bridge the gap between theory and practical application.
  • Incremental learning approach to cater for different skill levels among readers.

Famous Quotes from the Book

“An algorithm must be seen to be believed.”

“Understanding the complexity of algorithms is crucial to effective programming.”

Why This Book Matters

The significance of "Problem Solving with Algorithms and Data Structures Using Python" lies in its ability to demystify complex topics and present them in a comprehensible format. Algorithms and data structures are the cornerstone of computer science, and proficiency in these areas is essential for any serious programmer or developer. The book is indispensable due to its practical approach, blending theoretical concepts with the extensive use of Python as a teaching tool. This not only helps readers in understanding the underlying principles but also equips them with the skills required to apply their knowledge effectively in solving complex problems. Additionally, the book's progressive structure makes it easier for learners to build on foundational knowledge, fostering a rewarding learning experience that remains with them well beyond the last page.

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5.0

بر اساس 1 نظر کاربران

nandan0
nandan0

6 ژون 2025، ساعت 16:09

Great book. Took awhile to understand a lot of the concepts, but it really does do an excellent job at describing important concepts. Highly recommend for any aspiring software engineer/computer scientist.