Название: Explainable AI in Health Informatics
Автор: Rajanikanth Aluvalu, Mayuri Mehta, Patrick Siarry
Издательство: Springer
Серия: Computational Intelligence Methods and Applications
Год: 2024
Страниц: 287
Язык: английский
Формат: pdf (true), epub
Размер: 38.9 MB

This book provides a comprehensive review of the latest research in the area of Explainable Artificial Intelligence (XAI) in health informatics. It focuses on how explainable AI models can work together with humans to assist them in decision-making, leading to improved diagnosis and prognosis in healthcare. This book includes a collection of techniques and systems of XAI in health informatics and gives a wider perspective about the impact created by them. The book covers the different aspects, such as robotics, informatics, drugs, patients, etc., related to XAI in healthcare. The book is suitable for both beginners and advanced AI practitioners, including students, academicians, researchers, and industry professionals. It serves as an excellent reference for undergraduate and graduate-level courses on AI for medicine/healthcare or XAI for medicine/healthcare. Medical institutions can also utilize this book as reference material and provide tutorials to medical professionals on how the XAI techniques can contribute to trustworthy diagnosis and prediction of the diseases. This book is a collection of 12 chapters that provide an overview of recent advances in this area, that is, how Explainable Artificial Intelligence techniques help provide trustworthy solutions in healthcare.

Название: Applied Machine Learning: A practical guide from Novice to Pro
Автор: Chigozie Anyasor
Издательство: Independently published
Год: 2024
Страниц: 331
Язык: английский
Формат: epub
Размер: 20.8 MB

Many believe that a Machine Learning model, once trained, can act autonomously. This misconception has hindered innovation in ML/AI for far too long. In reality, ML models require integration within a comprehensive system encompassing inputs, processing, and outputs. My new book, "Applied Machine Learning: A Practical Guide from Novice to Pro," is designed to reshape your understanding of Machine Learning and its practical applications. This hands-on guide will help you comprehend what Machine Learning truly is and how it can transform your business operations. Machine Learning is an immensely intriguing field that involves harnessing computational algorithms to glean insights and make predictions from data without explicit programming. It's a subset of artificial intelligence focused on creating systems capable of learning and improving autonomously from experience. To wield machine learning effectively, data scientists, or aspiring ones, must grasp its principles and inner workings thoroughly. This book serves as a comprehensive guide to various Machine Learning techniques widely employed in Data Science and analytics. It traverses the entire machine learning pipeline, commencing from data preprocessing and c ulminating in model selection. The text delves into diverse Regression models, including Simple, Multiple, Polynomial, Support vector, Decision tree, and Random forest regression models, alongside evaluating these models and selecting the optimal regression model for a given task.

Название: Django Visual Guide: The Complete Beginner's Handbook to Mastering Web Development Effortlessly Without Prior Programming Experience
Автор: Ben Bloomfield, David Ocean, Atlas Skylark
Издательство: D-Libro
Год: 2024
Страниц: 542
Язык: английский
Формат: epub
Размер: 33.0 MB

If you're looking for a roadmap to mastering web development, this comprehensive Django guide is a perfect choice. Django is a powerful tool for building web applications and is highly trusted by developers. It is scalable, flexible, and secure and benefits from extensive community support. This book is designed to help beginners understand the core concepts of Django and web development. Its hands-on approach includes creating real web applications. The guide covers the basics of Django's structure and components to more advanced topics like deploying applications to a production environment. This guide also emphasizes the practical aspects of learning Django by including real-world scenarios and detailed code examples, making it an invaluable resource for aspiring Django developers starting from scratch.

Название: Programming Language Constructs: A Guide to the Essential Constructs of Modern Programming
Автор: Theophilus Edet
Издательство: CompreQuest Books
Серия: Computer Science Fundamentals
Год: 2024
Страниц: 769
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB

Discover the Core of Modern Programming Constructs. Unlock the secrets of modern programming with "Programming Language Constructs: A Guide to the Essential Constructs of Modern Programming." Whether you're an aspiring coder taking your first steps or a seasoned developer looking to expand your expertise, this book is your ultimate companion in mastering the foundational constructs that underpin today’s most influential programming languages. Dive into a comprehensive guide that bridges the gap between theory and practical application, providing you with the tools to write efficient, readable, and maintainable code. Unique Multilingual Approach for Comprehensive Understanding: What sets this book apart is its unique multilingual approach. By comparing core constructs across a broad array of languages, including C#, C++, Go, Java, jаvascript, Kotlin, Python, Ruby, Rust, and Swift, you will gain a holistic understanding of programming paradigms. Each module delves into a specific construct—such as variables, functions, conditions, collections, loops, comments, enums, classes, accessors, and scope—detailing how they are implemented in each language with clear, concise explanations and extensive code examples to help you master 10 modern programming languages. "Programming Language Constructs" emphasizes hands-on learning, encouraging you to actively engage with the material through practical exercises. This book is designed to be both comprehensive and flexible, allowing you to read sequentially or jump directly to topics of interest. The structured, modular approach ensures that you can find the information you need, exactly when you need it.

Название: The Programmer's Playbook: Strategies for Success in Software Development
Автор: Precious Chukwudum
Издательство: Precious Chukwudum
Год: 2024
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB

Unlock the secrets of software programming and take your skills to the next level with this comprehensive guide. Covering the fundamentals of programming, software development methodologies, web development, data structures, algorithms, databases, security, testing, and DevOps, this book provides a thorough and accessible introduction to the world of programming. With a focus on practical applications and real-world examples, this book is perfect for beginners and experienced programmers alike. Whether you're looking to learn a new language, improve your coding skills, or stay up-to-date with the latest industry trends, this book has something for everyone. As a programmer, you know that software development is a game with its own rules, strategies, and challenges. It's a game that requires skill, creativity, and perseverance. Whether you're a seasoned developer or just starting out, this book is designed to help you master the game of software development and achieve success.

Название: Keras: Master Deep Learning with Keras
Автор: Hayden Van Der Post
Издательство: Reactive Publishing
Год: 2024
Страниц: 654
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

In an era where Artificial Intelligence is revolutionizing industries, mastering the tools and techniques to harness its potential is essential. Mastering Keras: Building Advanced Deep Learning Models with Python is your comprehensive guide to diving deep into the world of neural networks and Deep Learning using Keras, one of the most powerful and user-friendly libraries available. This book is designed for both beginners and seasoned practitioners who want to enhance their skills and build sophisticated models for various real-world applications. Whether you're developing AI solutions for finance, healthcare, or any other field, this book provides the knowledge and practical experience needed to implement and optimize Deep Learning models effectively. Mastering Keras stands out because it not only teaches you how to use Keras but also equips you with the skills to solve real-world problems. This book bridges the gap between theory and practice, providing you with a solid foundation and the confidence to build, train, and deploy advanced Deep Learning models. This book is designed to be your guide, easing you into the intricate world of neural networks with the powerful combination of Python and Keras. We chose Python for its simplicity and readability, and Keras for its user-friendly, high-level API that makes building and training neural networks accessible to everyone. This book is perfect for data scientists, machine learning engineers, software developers, and anyone interested in Deep Learning. Whether you're just starting out or looking to refine your expertise, Mastering Keras is the essential resource to help you achieve your goals.

Название: Beginning C: From Beginner to Pro, 7th Edition
Автор: German Gonzalez-Morris, Ivor Horton
Издательство: Apress
Год: 2024
Страниц: 710
Язык: английский
Формат: pdf (true), epub (true)
Размер: 19.9 MB

Learn how to program using C, beginning from first principles and progressing through step-by-step examples. This seventh edition is fully updated to reflect new features of C23, and addresses deprecated functions and features that are no longer supported. You’ll discover that C is a foundation language that every programmer ought to know. Beginning C is written by renowned author Ivor Horton and expert programmer German Gonzalez-Morris. This book increases your programming expertise by guiding you through the development of fully working C applications that use what you've learned in a practical context. Examples of how to use deprecated functions are also provided, along with new examples for replacing them when a simple solution is possible. By the end of the book you'll be confident in your skills with all facets of the widely-used and powerful C language and be able to strike out on your own by trying the exercises included at the end of each chapter. All you need are this book and any of the widely available C compilers, and you'll soon be writing real C programs.

Название: Python Essentials For Dummies
Автор: John C. Shovic, Alan Simpson
Издательство: For Dummies
Год: 2024
Страниц: 195
Язык: английский
Формат: True PDF, True/Retail EPUB
Размер: 12.6 MB

The no-nonsense way to get started coding in the Python programming language. Python Essentials For Dummies is a quick reference to all the core concepts in Python, the multifaceted general-purpose language used for everything from building websites to creating apps. This book gets right to the point, with no excess review, wordy explanations, or fluff, making it perfect as a desk reference on the job or as a brush-up as you expand your skills in related areas. Focusing on just the essential topics you need to know to brush up or level up your Python skill, this is the reliable little book you can always turn to for answers. Python is the number-one language because it’s easy to learn and use, due partly to its simplified syntax and natural-language flow but also to the amazing user community and the breadth of applications available. This book is a reference manual to guide you through the process of learning the essentials of Python. If you’re looking to learn a little about a lot of exciting things, this is the book for you. It gives you an introduction to the topics that you’ll need to explore more deeply. This is a hands-on book, with examples and code throughout. You’ll enter the code, run it, and then modify it to do what you want. In this book, we take you through the basics of the Python language in small, easy-to-understand steps.

Название: Интерфейс. Новые направления в проектировании компьютерных систем
Автор: Джеф Раскин
Издательство: Символ-Плюс
Год: 2007
Cтраниц: 260
Формат: pdf
Размер: 12 мб
Язык: русский

Это уникальное руководство по разработке интерактивных систем, отражающее опыт и взгляды Джефа Раскина, создателя проекта Apple Macintosh, должен прочитать каждый, кто задумывается об интерфейсе.

Название: Data Science with Rust: From Fundamentals to Insights
Автор: Hayden Van Der Post, Vincent Bisette, Rick Van Dyke
Издательство: Reactive Publishing
Год: 2024
Страниц: 714
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.8 MB

Unlock the power of Rust in the world of Data Science with "Data Science with Rust." This comprehensive guide takes you on a journey through the unique advantages of Rust, a systems programming language renowned for its performance, reliability, and safety. Whether you are a seasoned data scientist or a programming enthusiast looking to expand your skills, this book provides the tools and knowledge you need to leverage Rust for your Data Science projects. The conception of this book stems from a simple yet powerful idea: to combine the precision and speed of Rust with the transformative power of data science. As professionals and enthusiasts, many of us have thrived in environments shaped by languages like Python and R. However, Rust introduces a level of efficiency and safety that is particularly appealing for scaling and optimizing data workloads. Data Science with Rust is not just a technical compendium; it’s a narrative of how a modern system programming language can solve age-old problems in data analysis while opening doors to new possibilities. The landscape of Data Science is constantly evolving. While Python and R have established themselves as the de facto languages for data analysis, Rust provides unique advantages: - Performance: Rust’s memory management model allows for high-speed data processing without the overhead common in interpreted languages. - Safety: Rust’s ownership system ensures memory safety, reducing common bugs and vulnerabilities. - Concurrency: Rust makes concurrent programming easier and safer, enabling more efficient use of modern multi-core processors.