Название: Machine Learning Algorithms in Depth (MEAP v4)
Автор: Vadim Smolyakov
Издательство: Manning Publications
Год: 2023
Страниц: 245
Язык: английский
Формат: pdf, epub
Размер: 28.4 MB

Develop a mathematical intuition for how Machine Learning algorithms work so you can improve model performance and effectively troubleshoot complex ML problems. In Machine Learning Algorithms in Depth you’ll explore practical implementations of dozens of ML algorithms. Machine Learning Algorithms in Depth dives into the design and underlying principles of some of the most exciting machine learning (ML) algorithms in the world today. With a particular emphasis on probability-based algorithms, you’ll learn the fundamentals of Bayesian inference and deep learning. You’ll also explore the core data structures and algorithmic paradigms for machine learning. Each algorithm is fully explored with both math and practical implementations so you can see how they work and how they’re put into action. Fully understanding how Machine Learning algorithms function is essential for any serious ML engineer.

Название: Learning Go: An Idiomatic Approach to Real-World Go Programming, 2nd Edition (Second Early Release)
Автор: Jon Bodner
Издательство: O’Reilly Media, Inc.
Год: 2023-02-01
Страниц: 167
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.2 MB

Go has rapidly become the preferred language for building web services. Plenty of tutorials are available to teach Go's syntax to developers with experience in other programming languages, but tutorials aren't enough. They don't teach Go's idioms, so developers end up recreating patterns that don't make sense in a Go context. This practical guide provides the essential background you need to write clear and idiomatic Go. No matter your level of experience, you'll learn how to think like a Go developer. Author Jon Bodner introduces the design patterns experienced Go developers have adopted and explores the rationale for using them. This updated edition also shows you how Go's generics support fits into the language. This book is targeted at developers who are looking to pick up a second (or fifth) language. The focus is on people who are new to Go. This ranges from those who don’t know anything about Go other than it has a cute mascot, to those who have already worked through a Go tutorial or even written some Go code. The focus for Learning Go isn’t just how to write programs in Go; it’s how to write Go idiomatically. More experienced Go developers can find advice on how to best use the newer features of the language. The most important thing is that the reader wants to learn how to write Go code that looks like Go.

Название: Triangle Mesh Watermarking and Steganography
Автор: Hang Zhou, Kejiang Chen, Zehua Ma
Издательство: Springer
Год: 2023
Страниц: 197
Язык: английский
Формат: pdf (true), epub
Размер: 23.9 MB

This book provides a systematic overview of watermarking and steganography methods for triangle meshes related to computer graphics and security. The significance of this research has been well recognized by the growing body of work on watermarking, steganography and steganalysis of 3D meshes. With the evolution of the CAD industry and real-world end-user applications such as virtual reality (VR) and 3D printing, 3D meshes have attracted world-wide attention. Besides, the flexible data structure of 3D geometry provides enough space to embed secret information, making it ideal for applications such as copyright protection and covert communication.

Название: Математические алгоритмы для программистов. 3D-графика, машинное обучение и моделирование на Python
Автор: Орланд Пол
Издательство: Питер
Год: 2023
Формат: pdf
Страниц: 752
Размер: 28,1 Мб
Язык: русский

Неважно, чем вы занимаетесь - большими данными, машинным обучением, компьютерной графикой или криптографией - без математики вам не обойтись! Везде сейчас требуются базовые знания и понимание алгоритмов. Практические примеры позволят легко разобраться с самыми необходимыми математическими понятиями. 300 упражнений и мини-проектов откроют вам новые возможности в освоении интересных и популярных IT-профессий. Вы познакомитесь с базовыми библиотеками Python, используемыми при разработке реальных приложений, и вспомните давно забытые основы линейной алгебры и матана.

Название: A Textbook of Data Structures and Algorithms, Volume 3 : Mastering Advanced Data Structures and Algorithm Design Strategies
Автор: G.A. Vijayalakshmi Pai
Издательство: Wiley-ISTE
Год: 2022
Страниц: 356
Язык: английский
Формат: pdf (true)
Размер: 10.9 MB

Data structures and algorithms is a fundamental course in Computer Science, which most undergraduate and graduate programs in computer science and other allied disciplines in science and engineering offer during the early stages of the respective programs, either as a core or as an elective course. The course enables students to have a much-needed foundation for efficient programming, leading to better problem solving in their respective disciplines. Volume 3 details an assortment of data structures, algorithm design strategies and their applications. Chapters 13–15 discuss hash tables, files, k-d trees and treaps. Chapter 16 discusses the search algorithms of linear search, transpose sequential search, interpolation search, binary search, Fibonacci search, skip list search and other search techniques. Chapter 17 elaborates on the internal sorting algorithms of bubble sort, insertion sort, selection sort, merge sort, shell sort, quick sort, heap sort, radix sort, counting sort and bucket sort, and Chapter 18 discusses the external sorting techniques of sorting with tapes, sorting with disks, polyphase merge sort and cascade merge sort. Chapters 19–21 detail the algorithm design strategies of divide and conquer, the greedy method and dynamic programming and their applications. Chapter 22 introduces the theories and concepts of NP-completeness.

Название: A Textbook of Data Structures and Algorithms, Volume 1: Mastering Linear Data Structures
Автор: G.A. Vijayalakshmi Pai
Издательство: Wiley-ISTE
Год: 2022
Страниц: 284
Язык: английский
Формат: pdf (true)
Размер: 10.25 MB

Efficient problem solving using computers, irrespective of the discipline or application, calls for the design of efficient algorithms. The inclusion of appropriate data structures is of critical importance to the design of efficient algorithms. In other words, good algorithm design must go hand in hand with appropriate data structures for an efficient program design to solve a problem. Data structures and algorithms is a fundamental course in Computer Science, which most undergraduate and graduate programs in computer science and other allied disciplines in science and engineering offer during the early stages of the respective programs, either as a core or as an elective course. The course enables students to have a much-needed foundation for efficient programming, leading to better problem solving in their respective disciplines. In fact, the book may either be independently used as a textbook since it is self-contained or serve as a companion for books discussing data structures and algorithms implemented in specific programming languages such as C, C++, Java, Python, and so on.

Название: A Textbook of Data Structures and Algorithms, Volume 2: Mastering Nonlinear Data Structures
Автор: G.A. Vijayalakshmi Pai
Издательство: Wiley
Год: 2022
Страниц: 304
Язык: английский
Формат: pdf (true), epub
Размер: 45.7 MB

Data structures and algorithms is a fundamental course in Computer Science, which enables learners across any discipline to develop the much-needed foundation of efficient programming, leading to better problem solving in their respective disciplines. Most of the well-known text books/monographs on this subject have discussed the concepts in relation to a programming language – beginning with Pascal and spanning a spectrum of them such as C, C++, C#, Java, Python and so on, essentially calling for ample knowledge of the language, before one proceeds to try and understand the data structure. There does remain a justification in this. The implementation of data structures in the specific programming language need to be demonstrated or the algorithms pertaining to the data structures concerned need a convenient medium of presentation and when this is the case, why not a programming language? Again, while some authors have insisted on using their books for an advanced level course, there are some who insist on a working knowledge of the specific programming language as a prerequisite to using the book. However, in the case of a core course, as it is in most academic programs, it is not uncommon for a novice or a sophomore to be bewildered by the “miles of code” that demonstrate or explain a data structure, rendering the subject difficult to comprehend.

Название: Swarm Intelligence: An Approach from Natural to Artificial
Автор: Kuldeep Singh Kaswan, Jagjit Singh Dhatterwal, Avadhesh Kumar
Издательство: Wiley-Scrivener
Серия: Concise Introductions to AI and Data Science
Год: 2023
Страниц: 247
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

This important authored book presents valuable new insights by exploring the boundaries shared by cognitive science, social psychology, artificial life, Artificial Intelligence, and evolutionary computation by applying these insights to solving complex engineering problems. Motivated by the capability of the biologically inspired algorithms, “Swarm Intelligence: An Approach from Natural to Artificial” focuses on ant, cat, crow, elephant, grasshopper, water wave and whale optimization, swarm cyborg and particle swarm optimization, and presents recent developments and applications concerning optimization with Swarm Intelligence techniques. The goal of the book is to offer a wide spectrum of sample works developed in leading research throughout the world about innovative methodologies of Swarm Intelligence and foundations of engineering Swarm Intelligent systems; as well as applications and interesting experiences using particle swarm optimization, which is at the heart of Computational Intelligence.

Название: Computer Science для программиста-самоучки. Все что нужно знать о структурах данных и алгоритмах
Автор: Альтхофф Кори
Издательство: Питер
Год: 2023
Формат: pdf
Страниц: 240
Размер: 13,5 Мб
Язык: русский

Книги Кори Альтхоффа вдохновили сотни тысяч людей на самостоятельное изучение программирования. Чтобы стать профи в программировании, не обязательно иметь диплом в области computer science, и личный опыт Кори подтверждает это: он стал разработчиком ПО в eBay и добился этого самостоятельно. Познакомьтесь с наиболее важными темами computer science, в которых должен разбираться каждый программист-самоучка, мечтающий о выдающейся карьере, — это структуры данных и алгоритмы. «Computer Science для программиста-самоучки» поможет вам пройти техническое интервью, без которого нельзя получить работу в «айти». Книга написана для абсолютных новичков, поэтому у вас не должно возникнуть трудностей, даже если ранее вы ничего не слышали о computer science.

Название: iOS Developer Solutions Guide: Learn How to Create Stable and Bug-free iOS Apps
Автор: Narendar Singh Saini
Издательство: BPB Publications
Год: 2023
Страниц: 244
Язык: английский
Формат: epub (true)
Размер: 10.2 MB

Get solutions to the most common problems faced by developers in iOS app development. Facing roadblocks while developing an iOS app? There are many challenges that every iOS developer faces during the app development phase. While these challenges can be difficult to overcome, here’s a one stop solution guide for all your problems. “iOS Developer Solutions Guide” will help you with the tips to circumvent all the challenges to prevent your app from getting off track. The book will help you to get familiar with the complex and advanced parts of the Swift programming language. You will understand why test driven development is so advantageous. You will then learn to build an iOS framework, which will let you modularize your code. Lastly, you will see how tasks can be automated by writing scripts which will save a lot of your time. By the end of the book, you will be able to build high-quality iOS apps with ease.