Название: Graph Algorithms for Data Science: With examples in Neo4j (Final Release)
Автор: Tomaz Bratanic
Издательство: Manning Publications
Год: 2024
Страниц: 353
Язык: английский
Формат: pdf (true)
Размер: 35.7 MB

Practical methods for analyzing your data with graphs, revealing hidden connections and new insights. Graphs are the natural way to represent and understand connected data. This book explores the most important algorithms and techniques for graphs in data science, with concrete advice on implementation and deployment. You don’t need any graph experience to start benefiting from this insightful guide. These powerful graph algorithms are explained in clear, jargon-free text and illustrations that makes them easy to apply to your own projects. Graph Algorithms for Data Science is a hands-on guide to working with graph-based data in applications like Machine Learning, fraud detection, and business data analysis. It’s filled with fascinating and fun projects, demonstrating the ins-and-outs of graphs. You’ll gain practical skills by analyzing Twitter, building graphs with NLP techniques, and much more. A graph, put simply, is a network of connected data. Graphs are an efficient way to identify and explore the significant relationships naturally occurring within a dataset. This book presents the most important algorithms for graph data science with examples from Machine Learning, business applications, natural language processing (NLP), and more. Graph Algorithms for Data Science shows you how to construct and analyze graphs from structured and unstructured data. In it, you’ll learn to apply graph algorithms like PageRank, community detection/clustering, and knowledge graph models by putting each new algorithm to work in a hands-on data project. This cutting-edge book also demonstrates how you can create graphs that optimize input for AI models using node embedding. For data scientists who know Machine Learning basics. Examples use the Cypher query language, which is explained in the book.

Название: Machine Learning and Deep Learning in Neuroimaging Data Analysis
Автор: Anitha S. Pillai, Bindu Menon
Издательство: CRC Press
Год: 2024
Страниц: 133
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Machine Learning (ML) and Deep Learning (DL) have become essential tools in healthcare. They are capable of processing enormous amounts of data to find patterns and are also adopted into methods that manage and make sense of healthcare data, either electronic healthcare records or medical imagery. This book explores how ML/DL can assist neurologists in identifying, classifying or predicting neurological problems that require neuroimaging. With the ability to model high-dimensional datasets, supervised learning algorithms can help in relating brain images to behavioral or clinical observations and unsupervised learning can uncover hidden structures/patterns in images. Bringing together Artificial Intelligence (AI) experts as well as medical practitioners, these chapters cover the majority of neuro problems that use neuroimaging for diagnosis, along with case studies and directions for future research.

Название: Zero To Production In Rust: An introduction to backend development
Автор: Luca Palmieri
Издательство: Independently published
Год: 2023
Страниц: 601
Язык: английский
Формат: pdf (true), epub
Размер: 10.1 MB

Zero To Production is the ideal starting point for your journey as a Rust backend developer. You will learn by doing: you will build a fully functional email newsletter API, starting from scratch. When you read these lines, Rust has achieved its biggest goal: make an offer to programmers to write their production systems in a different language. By the end of the book, it is still your choice to follow that path, but you have all you need to consider the offer. I’ve been part of the growth process of two widely different languages: Ruby and Rust - by programming them, but also by running events, being part of their project management and running business around them. Through that, I had the privilege of being in touch with many of the creators of those languages and consider some of them friends. Rust has been my one chance in life to see and help a language grow from the experimental stage to adoption in the industry. Rust was never intended to be a research platform - it was always meant as a programming language solving real, tangible issues in large codebases. Rust is an industry language, through and through. The Rust ecosystem has had a remarkable focus on smashing adoption barriers with amazing material geared towards beginners and newcomers, a relentless effort that goes from documentation to the continuous polishing of the compiler diagnostics. There is value in serving the largest possible audience.

Название: Modern Approaches in Machine Learning and Cognitive Science: A Walkthrough: Volume 4
Автор: Vinit Kumar Gunjan, Jacek M. Zurada, Ninni Singh
Издательство: Springer
Серия: Studies in Computational Intelligence
Год: 2024
Страниц: 337
Язык: английский
Формат: pdf (true)
Размер: 11.8 MB

This book provides a systematic and comprehensive overview of cognitive intelligence and AI-enabled IoT ecosystem and Machine Learning, capable of recognizing the object pattern in complex and large data sets. A remarkable success has been experienced in the last decade by emulating the brain–computer interface. It presents the applied cognitive science methods and AI-enabled technologies that have played a vital role at the core of practical solutions for a wide scope of tasks between handheld apps and industrial process control, autonomous vehicles, IoT, intelligent learning environment, game theory, human computer interaction, environmental policies, life sciences, playing computer games, computational theory, and engineering development.

Название: Node.js Secure Coding: Defending Against Command Injection Vulnerabilities
Автор: Liran Tal
Издательство: Leanpub
Год: 23.09.2023 (Version v1.2)
Страниц: 113
Язык: английский
Формат: pdf (true), epub
Размер: 20.7 MB

Master Node.js security and secure coding best practices through analyzing and exploiting real-world vulnerable npm packages. Master Node.js security through hands-on learning and best practices. Learn secure coding conventions in Node.js by executing command injection attacks on real-world npm packages and analyzing vulnerable code. The book features 33 self-assessment yes-no, fill-the-blank, and multiple answer questions to help you evaluate and test your knowledge of Node.js secure coding. You'll analyze the code of 6 vulnerable npm packages found vulnerable via CVE reports to learn best practices on command injection vulnerabilities. With 6 additional references to vulnerable npm packages, you'll strengthen your skills in secure coding. This book takes an adventure-based approach to application security learning, where you will be playing detective who unravels the mysteries of common security vulnerabilities. Through these exercises you will learn about secure coding practices, and how to avoid security pitfalls that software developers and open-source maintainers get caught with. Senior software engineers often recite how one of the most critical skills you should have as an engineer is the ability to read code. The more you read, the easier it becomes for you to understand code and the more context you gain. This book focuses exactly on that - reading vulnerable code, so we can learn from it.

Название: Memory Thinking for C & C++ Linux Diagnostics
Автор: Dmitry Vostokov, Software Diagnostics Services
Издательство: OpenTask
Год: December 2023
Страниц: 258
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Solid C and C++ knowledge is a must to fully understand Linux diagnostic artifacts such as core memory dumps and do diagnostic, forensic, and root cause analysis beyond listing backtraces. This full-color reference book is a part of the Accelerated C & C++ for Linux Diagnostics training course organized by Software Diagnostics Services. The text contains slides, brief notes highlighting particular points, and replicated source code fragments that are easy to copy into your favorite IDE. Our primary goal is to learn C and C++ and its internals in an accelerated fashion. First, we review common C and C++ fundamentals necessary for software diagnostics. Then, we learn various C++ features with a focus on memory and internals. We also see examples of how the knowledge of C and C++ helps in diagnostics and debugging. After I created a similar Windows-based training, it was natural to port it to Linux. Also, attendees of core dump analysis and reversing training courses asked questions related to C and C++, and I realized that they would have also benefitted if they had this training. This training may also fill some gaps between these courses. Finally, I recently developed the Accelerated Linux API training course (see the References section at the end of the book), where solid knowledge of classic C and C++ is assumed, and the current C and C++ course may provide such knowledge.

Название: Coding For Beginners - 17th Edition, 2024
Автор: Papercut Limited
Издательство: Papercut Limited
Год: 2024
Язык: английский
Формат: pdf
Размер: 42.0 MB

"Кодирование для начинающих" - это первый и единственный выбор, если вы новичок и хотите узнать все, что вам нужно для начала работы с кодированием и программированием. Это независимое руководство наполнено полезными рекомендациями и пошаговыми полностью иллюстрированными руководствами, написанными на простом и понятном английском языке. На страницах этого нового руководства вы сможете узнать все, что вам нужно знать о создании собственных потрясающих приложений. С этим неофициальным руководством ни одна проблема не будет неразрешимой, ни один вопрос не останется без ответа, пока вы учитесь, изучаете и совершенствуете свои навыки программирования. Все, что что вы делаете в Интернете, каждый раз, когда включаете свой умный телевизор, когда пользуетесь автомобильным GPS-навигатором, телефоном, игрой на планшете, консоли или ПК, все это было запрограммировано группой людей. Все эти единицы и нули разработаны теми, кто научился кодировать, и с помощью этой книги вы тоже сможете узнать, как начать путь программиста. На этих страницах мы рассмотрим C++ и Python. В книге есть огромный раздел с идеями проектов, листингами для ввода и подробным рассмотрением того, как работает код. Но сначала давайте начнем с хорошей основы.

Название: Essential Guide to Python for All Levels
Автор: Adeolu O.
Издательство: Young M. Computer Guru Institute
Серия: 2024 Collection: Forging Ahead in Tech and Programming
Год: 2023
Страниц: 314
Язык: английский
Формат: epub
Размер: 12.8 MB

Are you eager to learn Python, but overwhelmed by the technical jargon and complex concepts? Look no further! The "Essential Guide to Python for All Levels" is your passport to mastering this versatile programming language. Whether you're a complete beginner or a seasoned coder looking to expand your skill set, this book caters to all levels of proficiency. Our thorough research and easy-to-follow explanations ensure that you'll be writing Python code confidently in no time. Python is a high-level, interpreted programming language known for its simplicity and readability. It was created by Guido van Rossum and first released in 1991. Python emphasizes code readability and allows developers to express concepts in fewer lines of code compared to other programming languages. It has gained popularity for a wide range of applications, including web development, data analysis, Artificial Intelligence (AI), and automation. One of Python's key strengths is its extensive standard library, which provides a wide range of modules and functions for various tasks, such as file manipulation, networking, and web development. Additionally, Python has a large and active community that contributes to the development of third-party libraries and frameworks, further expanding its capabilities. Python's simplicity and ease of use make it an ideal language for beginners to learn programming concepts. Its syntax is designed to be intuitive and readable, making it easier to understand and maintain code. Python also has a vast ecosystem of learning resources, including documentation, tutorials, and online courses, which makes it accessible to newcomers and experienced developers alike. With "Essential Guide to Python for All Levels", you'll not only learn the language, but also how to think like a Python programmer. Our thoroughly researched content ensures that you're getting the most up-to-date and relevant information.

Название: Fundamentals of F# Programming
Автор: Theophilus Edet
Издательство: CompreQuest Books
Серия: Mastering Programming Languages Series
Год: 2023
Страниц: 290
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

Unlock the Power of Functional Programming with F#. Are you ready to dive into the world of functional programming with F#? Whether you're a beginner looking to learn a new programming language or an experienced developer seeking to expand your skill set, "Fundamentals of F# Programming" is your comprehensive guide to mastering F#. F# is a powerful, functional-first programming language that's gaining popularity for its ability to simplify complex problems, increase productivity, and write more maintainable code. In this book, you'll embark on a journey through F# from the ground up, learning the essential concepts and techniques to become a proficient F# programmer. This book is your comprehensive guide to mastering F# and using it to solve real-world problems, whether you're a seasoned developer or just starting on your programming journey. In today's fast-paced and dynamic software development landscape, F# stands as a versatile and powerful language that combines the elegance of functional programming with the pragmatism of a modern, efficient tool. Its concise syntax, robust type system, and seamless interoperability with .NET and other languages make it an ideal choice for a wide range of applications, from web and cloud development to Data Science, Machine Learning, and beyond. Through the pages of this book, you'll embark on a structured and hands-on exploration of F#. Each chapter is carefully crafted to build your skills incrementally, introducing key concepts and techniques that will empower you to write clean, maintainable, and expressive code. You'll learn to leverage the language's functional features, tackle concurrency and parallelism, harness the power of type providers, and more.

Название: Essential Guide to Angular for All Levels
Автор: Adeolu O.
Издательство: Young M. Computer Guru Institute
Серия: 2024 Collection: Forging Ahead in Tech and Programming
Год: 2023
Страниц: 165
Язык: английский
Формат: epub
Размер: 13.7 MB

Whether you're a beginner or an experienced developer, this comprehensive guide will take you on a journey through Angular's powerful features and best practices. Angular is a popular open-source web development framework created and maintained by Google. It allows developers to build dynamic, single-page applications (SPAs) and is often used for developing complex and feature-rich web applications. Angular follows a component-based architecture, where the application is composed of reusable and self-contained building blocks called components. Components encapsulate the presentation logic, UI elements, and behavior of a specific part of the application. Angular uses HTML templates to define the structure and layout of the user interface. Templates are enhanced with additional syntax and directives provided by Angular, allowing for dynamic rendering and data binding. Angular provides powerful data binding capabilities, enabling the synchronization of data between the components and the UI. There are different types of data binding, including one-way binding (from component to UI or vice versa), two-way binding (synchronizing data in both directions), and event binding (responding to user actions). Angular is primarily written in TypeScript, a statically-typed superset of jаvascript. TypeScript brings features like static typing, enhanced tooling, and better IDE support to Angular development, improving code quality and developer productivity. Angular offers a comprehensive framework for building modern web applications. It emphasizes code reusability, maintainability, and testability, making it a popular choice for developers working on large-scale projects.