Название: WAIC and WBIC with Python Stan: 100 Exercises for Building Logic
Автор: Joe Suzuki
Издательство: Springer
Год: 2023
Страниц: 249
Язык: английский
Формат: pdf (true), epub
Размер: 46.2 MB

Master the art of Machine Learning and Data science by diving into the essence of mathematical logic with this comprehensive textbook. This book focuses on the widely applicable information criterion (WAIC), also described as the Watanabe-Akaike information criterion, and the widely applicable Bayesian information criterion (WBIC), also described as the Watanabe Bayesian information criterion. The book expertly guides you through relevant mathematical problems while also providing hands-on experience with programming in Python and Stan. Whether you’re a data scientist looking to refine your model selection process or a researcher who wants to explore the latest developments in Bayesian statistics, this accessible guide will give you a firm grasp of Watanabe Bayesian Theory. It is very inconvenient if there is no source code in a Machine Learning book. Furthermore, even if there is a package, without the source code, you cannot improve the algorithm. Sometimes the source is made public on platforms like git, but it may only be available in MATLAB or Python or may not be sufficient. In this book, code is written for most processes, so you can understand what it means even if you don't understand the math. Embark on your Machine Learning and Data Science journey with this essential textbook and unlock the full potential of WAIC and WBIC today!

Название: Python Programming for Lucrative Careers: Your Fast-Track to Mastering Python Skills in Just One Week with Insider Coding Hacks + 30 Hands-On Exercises Included
Автор: Nicholas Dempsey
Издательство: Independently published
Год: 2023
Страниц: 174
Язык: английский
Формат: pdf (true)
Размер: 27.3 MB

Do you dream of unlocking high-paying job opportunities and enhancing your career prospects with these in-demand skills? Are you searching for a comprehensive guide that will demystify Python, propelling you from a beginner to a coding hero? Python has become the backbone of modern computing, offering unparalleled capabilities for web development, data analysis, automation, and beyond. In just seven days, you can transition from a coding novice to a proficient programmer. Our accelerated approach optimizes your learning curve, ensuring every moment counts. Whether you're a novice or have dabbled in coding before, this book is your key to unlocking the potential of these languages without the confusion or overwhelming technicalities. Your time is invaluable, and I've distilled years of coding expertise into this comprehensive guide. Whether you're a student, a career switcher, or simply curious about the coding universe, this book is tailored for you. Don't miss this opportunity to transform your career prospects and unlock the world of high-paying tech jobs.

Название: Applied Machine Learning Using mlr3 in R
Автор: Bernd Bischl, Raphael Sonabend, Lars Kotthoff
Издательство: CRC Press
Год: 2024
Страниц: 356
Язык: английский
Формат: pdf (true)
Размер: 37.0 MB

mlr3 is an award-winning ecosystem of R packages that have been developed to enable state-of-the-art Machine Learning capabilities in R. Applied Machine Learning Using mlr3 in R gives an overview of flexible and robust Machine Learning methods, with an emphasis on how to implement them using mlr3 in R. It covers various key topics, including basic Machine Learning tasks, such as building and evaluating a predictive model; hyperparameter tuning of Machine Learning approaches to obtain peak performance; building Machine Learning pipelines that perform complex operations such as pre-processing followed by modelling followed by aggregation of predictions; and extending the mlr3 ecosystem with custom learners, measures, or pipeline components. The book is primarily aimed at researchers, practitioners, and graduate students who use Machine Learning or who are interested in using it. It can be used as a textbook for an introductory or advanced Machine Learning class that uses R, as a reference for people who work with Machine Learning methods, and in industry for exploratory experiments in Machine Learning.

Автор: Финогенов К. Г.
Название: Win32. Основы программирования
Издательство: М.: Диалог-МИФИ
Год: 2006
Страниц: 416
Формат: PDF
Размер: 62 МБ
Книга является простым и доступным для широкого круга читателей пособием пи разработке 32-разрядных программ для систем Windows на языке С++. Рассмотрены основные особенности архитектуры защищенного режима процессоров Intel, дано введение в язык С++, описаны принципы составления прикладных iipofpaMM для Windows. Особое внимание yдeJtяeтcя новым средствам, включенным в Win32, - потокам, процессам, синхронизации, передаче данных, отображению файлов в намять и др...

Название: Deep Learning for Multimedia Processing Applications: Volume 1: Image Security and Intelligent Systems for Multimedia Processing
Автор: Uzair Aslam Bhatti, Jingbing Li, Mengxing Huang
Издательство: CRC Press
Год: 2024
Страниц: 313
Язык: английский
Формат: pdf (true)
Размер: 31.8 MB

Deep Learning for Multimedia Processing Applications is a comprehensive guide that explores the revolutionary impact of Deep Learning techniques in the field of multimedia processing. Written for a wide range of readers, from students to professionals, this book offers a concise and accessible overview of the application of Deep Learning in various multimedia domains, including image processing, video analysis, audio recognition, and natural language processing (NLP). Divided into two volumes, Volume One begins by introducing the fundamental concepts of Deep Learning, providing readers with a solid foundation to understand its relevance in multimedia processing. Readers will discover how Deep Learning techniques enable accurate and efficient image recognition, object detection, semantic segmentation, and image synthesis. The book also covers video analysis techniques, including action recognition, video captioning, and video generation, highlighting the role of Deep Learning in extracting meaningful information from videos. Furthermore, the book explores audio processing tasks such as speech recognition, music classification, and sound event detection using Deep Learning models. It demonstrates how Deep Learning algorithms can effectively process audio data, opening up new possibilities in multimedia applications. Lastly, the book explores the integration of Deep Learning with natural language processing (NLP) techniques, enabling systems to understand, generate, and interpret textual information in multimedia contexts.

Автор: Дукин, А. Н.
Название: Самоучитель Visual Basic 2010
Издательство: СПб.: БХВ-Петербург
Год: 2010
Страниц: 560
Формат: DJVU, PDF
Размер: 13 МБ
Доступно и подробно описана разработка приложений в среде Visual Basic 2010. Рассмотрены основные понятия объектно-ориентированного программирования и классов, разработка программного интерфейса, работа с файлами, организация печати, методика разработки интернет-приложений, работа с графикой с использованием интерфейса GD1+, создание справочной системы и установочного компакт-диска...

Название: The Complete Python Coding Manual - 20th Edition, 2023
Автор: Papercut Limited
Издательство: Papercut Limited
Год: 2023
Страниц: 164
Язык: английский
Формат: pdf
Размер: 100.00 MB

Раскройте свое воображение с помощью Python. Немногие языки программирования добились такого успеха, как Python, и благодаря его уникальному развитию каждый может научиться программировать такие технические проекты, как Большой адронный коллайдер, сбор данных петабайтного масштаба, позволивший получить первые изображения черных дыр, или создание следующего поколения искусственного интеллекта. Выучить Python может каждый: освоение не займет много времени, но начинать нужно с малого. Это руководство поможет вам заложить основу для будущего кодинга на Python, начиная с установки языка на компьютер и заканчивая созданием пользовательских взаимодействий и сложных переменных. На этих страницах вы найдете все, что нужно, чтобы стать программистом на Python и перейти на новый уровень. Если вы хотите продвинуться по карьерной лестнице, изучая Python, или просто развлечься и открыть для себя что-то новое, наши пошаговые руководства и пособия дадут вам необходимые знания. Вперед, начинайте программировать на Python.

Название: Flame Game Development: Your Guide to Creating Cross-Platform Games in 2D Using Flame Engine in Flutter 3
Автор: Andrés Cruz Yoris
Издательство: Apress
Год: 2024
Страниц: 575
Язык: английский
Формат: pdf, epub
Размер: 39.0 MB

Reimagine your development process and create, test, and deploy your mobile, web, desktop, and embedded apps from a single codebase. This book shows you how to leverage Flame, the modular Flutter game engine, to build cross-platform 2D games. With Flutter, you can create all kinds of apps by making subtle changes to projects at the code level. Guided by a practical project-based approach, you'll begin by downloading and installing the game engine. You'll then move on to creating widgets in Flutter and components within our game, such as player, enemy, background, consumables, etc. The book also shows you how to add sprites, render images, setup animation, and much more. Flame Game Development is perfect for the novice eager to gain hands-on knowledge of this exciting game engine's library to create a simple 2D game. For beginners who want to learn how to develop games on Flame and create their first 2D game with Flutter.

Название: Building Kotlin Applications: A comprehensive guide for Android, Web, and Server-Side Development
Автор: Mounir Boussetta
Издательство: BPB Publications
Год: 2024
Страниц: 392
Язык: английский
Формат: epub (true)
Размер: 10.1 MB

Unlock your programming potential with Kotlin - Start building today. Kotlin is a modern, expressive, and concise programming language popular among developers for its many benefits. These include its interoperability with Java, ability to build native mobile and web applications, and support for functional programming. This book provides a comprehensive introduction to Kotlin, covering everything you need to know to start building Kotlin applications, regardless of your prior programming experience. You'll start by learning the basics of Kotlin, including its variables, types, functions, and control flow statements. Then, you'll explore more advanced topics such as object-oriented programming, generics, coroutines, RxKotlin, and multiplatform development. Once you have a solid foundation in Kotlin, you'll learn how to use it to build real-world applications. You'll start with a simple Android application and then move on to more complex projects, such as a web application and a desktop application. By the end of this book, you will have a deep understanding of Kotlin and be confident in your ability to use it to build robust, maintainable, and scalable applications. Building Kotlin Applications is for anyone who wants to learn how to build modern and scalable applications with Kotlin. Whether you are a software engineer, mobile developer, web developer, or student, this book will teach you everything you need to know to get started with Kotlin.

Название: Modern Fortran Explained: Incorporating Fortran 2023, 6th Edition
Автор: Michael Metcalf, John Reid, Malcolm Cohen
Издательство: Oxford University Press
Год: 2024
Страниц: 577
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Fortran remains one of the principal programming languages used in high-performance scientific, numerical, and engineering computing. A series of significant revisions to the standard versions of the language have progressively enhanced its capabilities, and the current standard - Fortran 2023 - brings with it further additions and improvements. The language as defined by its most recent standards, with their introduction of object-oriented programming and of coarrays, is often referred to generically as 'Modern Fortran', and this term is increasingly used in the literature. Thus, we see that Fortran's particular advantages as a high-end numerical language, especially where arrays are the main form of data object and/or where complex arithmetic is involved, are still to the fore. It is able to attain the highest achievable optimization, mainly because multi-dimensional arrays are 'natural' objects and because its pointers are highly constrained. There is every sign that Modern Fortran will continue to be used to tackle major scientific computing problems in the next decade and beyond and will long remain a living tribute to its early pioneers. This new edition, written by experts in the field, three of whom have actively contributed to Fortran 2023, is thus a complete and authoritative description of Fortran in its latest form, with the intention that it remain the main reference work in the field.