The Best Algorithms and Data Structures Books of 2021

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Are you searching for the best algorithms and data structures books? Are you a student looking for books that will help you up your algorithms and data structures skills? Do you need recommendations on algorithm books that would add the needed flair to your bookshelf? Then you are in the right place. In this guide, you’ll get to learn about recommended books every programmer should read.

Most computer scientists are often horrified by the complicated nature of algorithm topics. The complicated nature of these topics can make studying them a hell. You don’t have to worry if you fall into this category – not when you can get through it with the right books at your disposal. All these are why we aimed this list at providing you with algorithms and data structures books for beginners and experts. Read on to also find a buying guide that lists the factors to consider when searching for algorithms and data structures books for your needs.

Our Top Favorite
Introduction to Algorithms, 3rd Edition (The MIT Press)
Our Top Runner Up
The Design and Analysis of Algorithms (Monographs in Computer Science)
Our Top Value Pick
Algorithms in a Nutshell: A Practical Guide
Book Title
Introduction to Algorithms
The Design and Analysis of Algorithms
Algorithm in a Nutshell
Prime Eligible?
Our Top Favorite
Introduction to Algorithms, 3rd Edition (The MIT Press)
Book Title
Introduction to Algorithms
Prime Eligible?
Our Top Runner Up
The Design and Analysis of Algorithms (Monographs in Computer Science)
Book Title
The Design and Analysis of Algorithms
Prime Eligible?
Our Top Value Pick
Algorithms in a Nutshell: A Practical Guide
Book Title
Algorithm in a Nutshell
Prime Eligible?

Last update: 2021-08-31

Our Favorites for Best Algorithms and Data Structures Books

Introduction to Algorithms by Thomas.H. Cormen

Introduction to Algorithms is written by a well-known professor of computer sciences with meaningful contributions from three other great university professors. It is a good combination of rigor and comprehensiveness. Despite covering a broad range of algorithms, the design and analysis of this book were still made to be accessible to all interested readers, irrespective of level. This is why it is often recommended to beginners and intermediate level computer scientists.

Most readers confess to finding the structure of this book as well as the learning experience that it offers interesting. Unlike many others, the writers of have designed this one to describe all algorithms in plain English and pseudocode that would be understood with just a basic knowledge of programming.

Although there are other editions, this third edition is recommended for readers that want to understand the complete basics of algorithms.

What Makes It Unique:

  • Covers a broad range of algorithms without making the design and analysis too complicated for beginners.
  • Each chapter is self-contained with enough information to make up a unit of study.
  • Revised and updated to include the treatment of greedy algorithms and dynamic programming.
  • The simplified structure that it offers, as well as, its detailed contents make it an excellent option for both experts and beginners looking to get better in data structures and algorithms

Why Choose this Best Algorithms and Data Structures Book:

  • Introduction to Algorithms covers a lot of subject matters with clear wordings to make for easy understanding.
  • The introductory chapters do well in setting readers up for an exciting read by introducing the fundamental concepts of algorithms.
  • It’s an excellent resource that covers everything you’ll need to know to understand Algorithms properly.
On Sale
Introduction to Algorithms, 3rd Edition (The MIT Press)
  • Hard Cover
  • Hardcover Book
  • Cormen, Thomas H. (Author)

Last update: 2021-08-31


Introduction to Algorithms: A Creative Approach by Udi Manber

This is an excellent option for people that might want to get creative with the study and application of Algorithms. It emphasizes the creative aspects of algorithm design by examining the steps used in the development of algorithms. Obviously written for easy comprehension by beginners, Introduction to Algorithms: A Creative Approach is full of hundreds of well-analyzed problems and examples to make self study easy and possible.

The writer tends to emphasize more on the creative aspects of designing algorithms. He efficiently does this by carefully examining the steps adopted in algorithm development. The heart of the creative process, however, lies in an analogy between the provision of mathematical theorems by induction and the design of combinatorial algorithms.

What Makes It Unique:

  • Written to walk readers through the process of understanding the principles behind the algorithm’s design.
  • An excellent option for beginners looking to fast track the enhancement of the problem enhancement skills of readers.
  • Contains hundreds of well-analyzed problems and examples.

Why Choose this Best Algorithm and Data Structures Book:

  • The writer takes a unique approach by trying to teach readers how to design algorithms using mathematical inductions.
  • Its main core teaches how to design algorithms, rather than just stating the algorithms.
Introduction to Algorithms: A Creative Approach
  • Manber, Udi (Author)
  • English (Publication Language)
  • 478 Pages - 01/01/1989 (Publication Date) - Addison-Wesley (Publisher)

Last update: 2021-08-31


Runner Ups for Best Algorithms and Data Structures Books

The Design and Analysis of Algorithms by Dexter C. Kozen

In The Design and Analysis of Algorithms, the author recognizes the need to emphasize conceptual understanding before introducing the formal treatment of each technique. Hence, he’s done it uniquely by presenting the subject in a truly innovative and understandable manner. The content of this book is based on a new classification of algorithm design techniques and an attempt to delineate the analysis method.

It was written in a user-friendly style to encourage the development of broad problem-solving skills, while also attempting to thoroughly cover the different materials required to understand the introductory part of algorithms. It’s an excellent option for algorithm scholars across different levels, but it is best for middle-level learners that already have an idea about the topic’s basics.

What Makes it Unique:

  • The Design and Analysis of Algorithms uses famous puzzles to motivate the interest of readers and to strengthen their problem-solving skills in the field of Algorithms.
  • Presents the design and analysis of algorithms in a manner that’s both innovative and coherent.
  • It is written in a student-friendly manner, and it emphasizes the understanding of ideas rather than on the excessive formal treatment of topics.

Why Choose this Best Algorithm and Data Structures Book:

  • The author adopts a writing style that tries to simplify an otherwise arid subject, making it exciting and accessible.
  • Short and easy-to-understand chapters and sections with straight to the point explanations.
  • Logical organization of books with puzzle-based exercises.
On Sale
The Design and Analysis of Algorithms (Monographs in Computer Science)
  • Hardcover Book
  • Kozen, Dexter C. (Author)
  • English (Publication Language)

Last update: 2021-08-31


Algorithms (4th Edition) by Robert Sedgewick & Kevin Wayne

Algorithms is co-written by two great computer researchers. It does an excellent job of surveying the most important computer algorithms used today. It provides a complete treatment of algorithms and data structures needed for searching, sorting, string processing, and graph processing. It also includes up to fifty basic algorithms that every programmer should understand.

The popularity of this book has continued to soar as it’s now widely used in many universities and colleges around the world. The authors did an excellent job by writing new Java implementations in an accessible modular programming style that exposes all the codes in a ready-to-use manner to readers.

The algorithms explained in the book are core aspects that are not just indispensable for computer science students and professional programmers, but also great for students with interests in engineering, sciences, and mathematics.

What Makes it Unique:

  • The authors of Algorithms (4th Edition) combine algorithms representing a body of knowledge being developed for the past fifty years.
  • It has a companion website that features eight crucial aspects that make learning algorithms easier.
  • Scholars and professionals in the field recommend this book for how it explains complicated topics in an engaging manner.
  • Great for students that want to learn the depths of algorithms with regards to its implementation and analysis.

Why Choose this Best Algorithm and Data Structures Book:

  • It comes with well organized and well-written sections that cover all the essential algorithms a learner would need.
  • An excellent option to hop on to when you do not understand a topic or section of another complicated algorithm textbook
  • It is more beginner-friendly than most other algorithm textbooks.
On Sale
Algorithms (4th Edition)
  • Addison-Wesley Professional
  • Hardcover Book
  • Sedgewick, Robert (Author)

Last update: 2021-08-31


Value Pick for Best Algorithms and Data Structure Books

Algorithm in a Nutshell by George T. Heineman

The authors of Algorithm in a Nutshell attempted to create an excellent book for Java programmers and other computer scientists to learn programming algorithms. Algorithm in a Nutshell describes relevant algorithms with a focus on walking aspiring programmers through how to implement each of them.

The good thing about it is that it describes the algorithms and their implementation without the heavy mathematics that other classic algorithm books use. It presents all algorithms in a pattern form, motivating users to use them.

Algorithm in a Nutshell focuses more on application than theory, therefore providing efficient code solutions in several programming languages that can be easily adapted to a specific project. The authors ensured to present each significant algorithm in a style that includes the necessary information to help you when and why the algorithm is appropriate.

What Makes it Unique:

  • Each section of Algorithm in a Nutshell focuses on the benchmarks that help to provide proof of the algorithms’ theoretical performance.
  • It contains just enough mathematics to help you understand and analyze the performance of algorithms.
  • Focuses on how to help learners improve the performance of key algorithms essential for the success of their software applications.

Why Choose this Best Algorithm and Data Structures Book:

  • It contains a series of quick locate algorithms related to the problems that you want to solve
  • Covers several commonly used searching/sorting algorithms while also diving deep into other interesting topics
  • The pseudocodes and writing style are easy to comprehend.
On Sale
Algorithms in a Nutshell: A Practical Guide
  • O Reilly Media
  • Heineman, George T. (Author)
  • English (Publication Language)

Last update: 2021-08-31


How to Choose the Best Algorithm and Data Structures Books for You

The whole process of searching for the best computer networking books can become overwhelming for anybody, especially if you are not looking in the right place. You don’t want to waste your time searching in vain of making the wrong choices of algorithm and data structures books – not when you can get what you need without breaking a sweat. All it takes is prior knowledge of the right processes involved before starting to get the perfect book for your need.

In this part, we will review some of the factors that would help you get the right books for your needs. Whether you are getting the best algorithms and data structures books for professionals, or you want the best book for data structures for beginners, this guide will help you. Check out some of the most important factors.

Are You Looking for Any Specific Programming Language (Java, Python, JavaScript)?

The first question to ask yourself is whether you are looking for any specific programming language. Of course, different algorithms and data structures books feature different programming languages. One thing you’ll need to be cautious about is picking a book that does not resonate with the kind of programming language that you are looking to learn.

Data structures and algorithms are pretty technical courses, and you can easily get lost in your quest if you pick one that features a wrong programming language. For starters, most introductory books tend to be generic in nature, but as you advance in your studies, you’ll soon begin to realize the need to make choices that resonate with the particular programming language that you want to learn. Apart from that, you wouldn’t want to get your brain worked up by all the complicated parts of the topics that you do not need.

What Are Some Good Algorithms and Data Structures Books for Beginners?

If you are just starting in this field, then you’ll need to ask yourself what the best book for data structures for beginners are. It boils down to being sincere to yourself about your level of expertise. Like every other subject; algorithms, and data structures books are designed to serve different levels of expertise.

As a beginner, you need to be careful about the choices you make to avoid picking one that’s too complicated for you. Thankfully, there are tons of introductory books available for people that are just starting out. All it takes is a careful search around the internet. We’ve also listed some of such books in this article to help make the search easier for you.

What Do We Recommend for Experts?

As you continue to expand your expertise, your book-needs would continue to change. Definitely, you’ll need to up your skills to get better. At this point, your choices would be more specific than generic.

Make research or ask questions about the best algorithm books for your specific level of expertise. You’ll usually be able to learn about this by looking at reviews from users on relevant E-commerce websites. You can also get a glimpse of what to expect in a book by simply looking at its table of contents or introduction page.

Wrapping Things Up: The Best Algorithms and Data Structures Books

Here’s a table of the best algorithms and data structures books we went over:

Our Top Favorite
Introduction to Algorithms, 3rd Edition (The MIT Press)
Our Top Runner Up
The Design and Analysis of Algorithms (Monographs in Computer Science)
Our Top Value Pick
Algorithms in a Nutshell: A Practical Guide
Book Title
Introduction to Algorithms
The Design and Analysis of Algorithms
Algorithm in a Nutshell
Prime Eligible?
Our Top Favorite
Introduction to Algorithms, 3rd Edition (The MIT Press)
Book Title
Introduction to Algorithms
Prime Eligible?
Our Top Runner Up
The Design and Analysis of Algorithms (Monographs in Computer Science)
Book Title
The Design and Analysis of Algorithms
Prime Eligible?
Our Top Value Pick
Algorithms in a Nutshell: A Practical Guide
Book Title
Algorithm in a Nutshell
Prime Eligible?

Last update: 2021-08-31

So that’s it, the best algorithms and data structures books in today’s market. We’ve reviewed several books in this article so that you’ll have the information you need to get a good option for your needs. Most of the books we’ve listed here are great for academic and non-academic purposes, so you can be guaranteed that you’ll find exactly everything you want.

Apart from the recommended algorithms and data structures books in this article, we’ve also included a buying guide with some factors to watch out for. These factors will help you select the best algorithms and data structures books for you.

The information in this article is comprehensive enough to get your ready for your first purchase. If, however, you do not fancy the stress of searching through different options; then you can just go straight to picking our favorite choice, Introduction to Algorithms, which serves as an introductory text with a simplified explanation of all the basic topics for starters in this field. Our runner-up, The Design and Analysis of Algorithms, which emphasizes conceptual understanding before introducing the formal treatment of each technique, making it simple for people pursuing a career in this field.

Looking for more IT-related textbooks? Check them out below:

> The Best Database Design Books

> The Best Computer Networking Books

> The Best Object-Oriented Programming Books

Professor Conquer
Professor Conquer

Professor Conquer started Conquer Your Exam in 2018 to help students feel more confident and better prepared for their tough tests. Prof excelled in high school, graduating top of his class and receiving admissions into several Ivy League and top 15 schools. He has helped many students through the years tutoring and mentoring K-12, consulting seniors through the college admissions process, and writing extensive how-to guides for school.

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