Advanced Algorithms And Data Structures

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Advanced Algorithms And Data Structures

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Author : Marcello La Rocca
language : en
Publisher: Simon and Schuster
Release Date : 2021-08-10

Advanced Algorithms And Data Structures written by Marcello La Rocca and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-10 with Computers categories.

"An accessible introduction to the fundamental algorithms used to run the world." - Richard Vaughan, Purple Monkey Collective Advanced Algorithms and Data Structures introduces a collection of algorithms for complex programming challenges in data analysis, machine learning, and graph computing. Summary As a software engineer, you’ll encounter countless programming challenges that initially seem confusing, difficult, or even impossible. Don’t despair! Many of these “new” problems already have well-established solutions. Advanced Algorithms and Data Structures teaches you powerful approaches to a wide range of tricky coding challenges that you can adapt and apply to your own applications. Providing a balanced blend of classic, advanced, and new algorithms, this practical guide upgrades your programming toolbox with new perspectives and hands-on techniques. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Can you improve the speed and efficiency of your applications without investing in new hardware? Well, yes, you can: Innovations in algorithms and data structures have led to huge advances in application performance. Pick up this book to discover a collection of advanced algorithms that will make you a more effective developer. About the book Advanced Algorithms and Data Structures introduces a collection of algorithms for complex programming challenges in data analysis, machine learning, and graph computing. You’ll discover cutting-edge approaches to a variety of tricky scenarios. You’ll even learn to design your own data structures for projects that require a custom solution. What's inside Build on basic data structures you already know Profile your algorithms to speed up application Store and query strings efficiently Distribute clustering algorithms with MapReduce Solve logistics problems using graphs and optimization algorithms About the reader For intermediate programmers. About the author Marcello La Rocca is a research scientist and a full-stack engineer. His focus is on optimization algorithms, genetic algorithms, machine learning, and quantum computing. Table of Contents 1 Introducing data structures PART 1 IMPROVING OVER BASIC DATA STRUCTURES 2 Improving priority queues: d-way heaps 3 Treaps: Using randomization to balance binary search trees 4 Bloom filters: Reducing the memory for tracking content 5 Disjoint sets: Sub-linear time processing 6 Trie, radix trie: Efficient string search 7 Use case: LRU cache PART 2 MULTIDEMENSIONAL QUERIES 8 Nearest neighbors search 9 K-d trees: Multidimensional data indexing 10 Similarity Search Trees: Approximate nearest neighbors search for image retrieval 11 Applications of nearest neighbor search 12 Clustering 13 Parallel clustering: MapReduce and canopy clustering PART 3 PLANAR GRAPHS AND MINIMUM CROSSING NUMBER 14 An introduction to graphs: Finding paths of minimum distance 15 Graph embeddings and planarity: Drawing graphs with minimal edge intersections 16 Gradient descent: Optimization problems (not just) on graphs 17 Simulated annealing: Optimization beyond local minima 18 Genetic algorithms: Biologically inspired, fast-converging optimization

Data Structures And Advanced Algorithms

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Author : Rachel Xin
language : en
Publisher: Lulu.com
Release Date : 2020-08-07

Data Structures And Advanced Algorithms written by Rachel Xin and has been published by Lulu.com this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-08-07 with Computers categories.

The purpose of this book is to teach you, a budding programmer, basics of Object-Oriented Programming, data structures, and advanced algorithms using Python version 3.8. Unlike many books currently on the market, a background in math is not required to read and understand this book as the data structures and concepts will be explained in simple terms.

Algorithms Data Structures When You Don T Know Sh T

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Author : Lyron Foster
language : en
Publisher: Career Kick Start Books, LLC
Release Date : 2023-03-05

Algorithms Data Structures When You Don T Know Sh T written by Lyron Foster and has been published by Career Kick Start Books, LLC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-05 with Computers categories.

This is a must-read book for anyone who wants to learn algorithms and data structures from scratch. Written for beginners and intermediate programmers, this book provides a step-by-step guide to understanding the basics of algorithms and data structures and how they can be used to build efficient and scalable software applications. The book begins with an introduction to algorithms and data structures, explaining their importance in software development, and then moves on to cover basic terminology and concepts related to algorithms and data structures. The book provides an overview of commonly used algorithms and data structures, including arrays, linked lists, stacks, queues, trees, graphs, sorting and searching algorithms, dynamic programming, and greedy algorithms. Readers will learn how to measure algorithm performance, identify the best algorithm for a given problem, and analyze algorithm time complexity using Big O notation. The book also provides best practices for implementing algorithms and data structures in programming, highlighting real-world applications of algorithms and data structures. The book concludes with an introduction to advanced algorithms and data structures such as hash tables, tries, and heaps. Throughout the book, readers will find examples and exercises to help them understand and apply the concepts covered in each chapter. With this book, readers will gain a solid foundation in algorithms and data structures and the ability to apply this knowledge to solve real-world problems and build efficient and scalable applications.

Data Structures And Algorithm Analysis In C

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Author : Mark Allen Weiss
language : en
Publisher: Addison Wesley Publishing Company
Release Date : 2006

Data Structures And Algorithm Analysis In C written by Mark Allen Weiss and has been published by Addison Wesley Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Algorithms categories.

Mark Allen Weiss' innovative approach to algorithms and data structures teaches the simultaneous development of sound analytical and programming skills for the advanced data structures course. Readers learn how to reduce time constraints and develop programs efficiently by analyzing the feasibility of an algorithm before it is coded. The C++ language is brought up-to-date and simplified, and the Standard Template Library is now fully incorporated throughout the text. This Third Edition also features significantly revised coverage of lists, stacks, queues, and trees and an entire chapter dedicated to amortized analysis and advanced data structures such as the Fibonacci heap. Known for its clear and friendly writing style, Data Structures and Algorithm Analysis in C++ is logically organized to cover advanced data structures topics from binary heaps to sorting to NP-completeness. Figures and examples illustrating successive stages of algorithms contribute to Weiss' careful, rigorous and in-depth analysis of each type of algorithm.

Grokking Data Structures

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Author : Marcello La Rocca
language : en
Publisher: Simon and Schuster
Release Date : 2024-08-13

Grokking Data Structures written by Marcello La Rocca and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-13 with Computers categories.

Grokking Data Structures makes it a breeze to learn the most useful day-to-day data structures. You'll follow a steady learning path from absolute basics to advanced concepts, all illustrated with fun examples, engaging industry stories, and hundreds of graphics and cartoons.

Data Structures And Algorithms With Javascript

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Author : Michael McMillan
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2014-03-10

Data Structures And Algorithms With Javascript written by Michael McMillan and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-03-10 with Computers categories.

As an experienced JavaScript developer moving to server-side programming, you need to implement classic data structures and algorithms associated with conventional object-oriented languages like C♯ and Java. This practical guide shows you how to work hands-on with a variety of storage mechanisms--including linked lists, stacks, queues, and graphs--within the constraints of the JavaScript environment. Determine which data structures and algorithms are most appropriate for the problems you're trying to solve, and understand the tradeoffs when using them in a JavaScript program. An overview of the JavaScript features used throughout the book is also included. This book covers: Arrays and lists: the most common data structures Stacks and queues: more complex list-like data structures Linked lists: how they overcome the shortcomings of arrays Dictionaries: storing data as key-value pairs Hashing: good for quick insertion and retrieval Sets: useful for storing unique elements that appear only once Binary Trees: storing data in a hierarchical manner Graphs and graph algorithms: ideal for modeling networks Algorithms: including those that help you sort or search data Advanced algorithms: dynamic programming and greedy algorithms.

Advanced Algorithm Mastery Elevating Python Techniques For Professionals

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Author : Adam Jones
language : en
Publisher: Walzone Press
Release Date : 2025-01-03

Advanced Algorithm Mastery Elevating Python Techniques For Professionals written by Adam Jones and has been published by Walzone Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-03 with Computers categories.

Unlock the world of complex problem-solving with "Advanced Algorithm Mastery: Elevating Python Techniques for Professionals," your ultimate resource for mastering algorithms within one of the most dynamic programming languages. Tailored for both aspiring and seasoned professionals, it offers an in-depth exploration from foundational principles to cutting-edge techniques. Dive into the realm of data structures, uncover the nuances of search and sort algorithms, and traverse the sophisticated landscapes of graph theories. Master challenging concepts with dynamic programming, greedy strategies, divide-and-conquer approaches, and backtracking methods. Push the boundaries of your expertise by integrating advanced topics such as machine learning and graphical models, all demonstrated through comprehensive Python examples. With meticulously organized chapters, thorough explanations, and practical code examples, "Advanced Algorithm Mastery" serves as both a robust learning asset and a critical reference guide. Whether you aim to refine your algorithmic proficiency, solve intricate data challenges, or expand your programming knowledge, this book empowers you to surpass your objectives. Embark on a transformative journey that will not only enhance your problem-solving prowess but also reshape your approach to challenges in computer science.

Advanced Data Structures And Algorithms In Python

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Author : Vlad Ionescu
language : en
Publisher:
Release Date : 2019

Advanced Data Structures And Algorithms In Python written by Vlad Ionescu and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.

Develop new algorithms and solutions to problems by combining advanced algorithms creatively in Python About This Video Focus on intuitive explanations and clean implementations No abstract math and no obfuscated code that offers little insight Discover how to put together multiple well-known concepts in order to come up with a solution to a problem that you haven't seen before Delve into efficient design and implementation techniques to meet your software requirements Enrich your knowledge of algorithms and data structures by learning concepts that you won't find as well-organized anywhere else In Detail As a developer, you'll have certainly heard about various data structures and algorithms. However, have you ever thought profoundly about them and their impact on the performance of your applications? If not, it's high time to take a look at this topic, and this course is a one-stop guide to master it! This course will teach you the necessary theory and applications to properly understand the advanced algorithms and data structures that are critical to various problems and how to implement them. We'll also go hands-on and reveal tips and tricks for optimizations, identifying the right approaches and presenting convincing explanations. And, you will get it all in a modern, popular, and well-documented language: Python. Finally, you'll learn how to develop complex algorithms that are easy to understand, debug, and reusable in various applications. By the end of the course, you'll know how to develop complex algorithms that are easy to understand, debug, and reusable in various applications. Downloading the example code for this course: You can download the example code files for this course on GitHub at the following link: https://github.com/PacktPublishing/Advanced-Data-Structures-and-Algorithms-in-Python . If you require support please email: [email protected].

Supercomputing

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Author : Vladimir Voevodin
language : en
Publisher: Springer Nature
Release Date : 2019-12-09

Supercomputing written by Vladimir Voevodin and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-09 with Computers categories.

This book constitutes the refereed post-conference proceedings of the 5th Russian Supercomputing Days, RuSCDays 2019, held in Moscow, Russia, in September 2019. The 60 revised full papers presented were carefully reviewed and selected from 127 submissions. The papers are organized in the following topical sections: parallel algorithms; supercomputer simulation; HPC, BigData, AI: architectures, technologies, tools; and distributed and cloud computing.

C Data Structures And Algorithms Implementing Efficient Adts

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Author : Larry Jones
language : en
Publisher: Walzone Press
Release Date : 2025-03-15

C Data Structures And Algorithms Implementing Efficient Adts written by Larry Jones and has been published by Walzone Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-15 with Computers categories.

"C Data Structures and Algorithms: Implementing Efficient ADTs" sets a new standard for mastering the intricacies of data structures and algorithms using the C programming language. Designed for seasoned programmers, this book presents a meticulously detailed exploration of key concepts that are essential for constructing high-performance software. Each chapter delves into fundamental and advanced topics, from memory management and linear structures to sophisticated algorithms and optimization techniques, equipping readers with an unparalleled toolkit for tackling complex challenges in computing. Readers will appreciate the book's emphasis on practical implementation, where theoretical constructs are consistently linked to real-world applications. By providing a robust foundation in both classic and cutting-edge data structures, the text fosters an understanding of their significance in improving program efficiency and effectiveness. Additionally, the book’s clear, concise explanations of sorting, searching, and dynamic programming offer insights into selecting the most appropriate algorithms based on specific problem requirements. Authored by an industry expert, this book not only imparts essential skills but also encourages a deeper inquiry into algorithmic problem solving. With its focus on the C language, known for its control and precision, "C Data Structures and Algorithms: Implementing Efficient ADTs" is an invaluable resource for professionals aiming to elevate their coding prowess. This comprehensive guide ensures that readers are well-prepared to implement data-driven solutions with confidence and competence.