Название: Introduction To Conformal Prediction With Python: A Short Guide For Quantifying Uncertainty Of Machine Learning Models
Автор: Christoph Molnar
Издательство: Leanpub
Год: 2023-02-14
Страниц: 101
Язык: английский
Формат: pdf (true), epub
Размер: 11.8 MB

This book teaches you how to quantify the uncertainty of machine learning models with conformal prediction in Python. Introduction To Conformal Prediction With Python is the quickest way to learn an easy-to-use and very general technique for uncertainty quantification. This book is for data scientists, statisticians, machine learners and all other modelers who want to learn how to quantify uncertainty with conformal prediction. Even if you already use uncertainty quantification in one way or another, conformal prediction is a valuable addition to your toolbox.

Название: Data Science and Predictive Analytics: Biomedical and Health Applications using R (2nd Edition)
Автор: Ivo D. Dinov
Издательство: Springer
Год: 2023
Страниц: 940
Язык: английский
Формат: pdf (true)
Размер: 49.4 MB

This textbook integrates important mathematical foundations, efficient computational algorithms, applied statistical inference techniques, and cutting-edge Machine Learning approaches to address a wide range of crucial biomedical informatics, health analytics applications, and decision science challenges. Each concept in the book includes a rigorous symbolic formulation coupled with computational algorithms and complete end-to-end pipeline protocols implemented as functional R electronic markdown notebooks. These workflows support active learning and demonstrate comprehensive data manipulations, interactive visualizations, and sophisticated analytics. The content includes open problems, state-of-the-art scientific knowledge, ethical integration of heterogeneous scientific tools, and procedures for systematic validation and dissemination of reproducible research findings.

Название: The Kubernetes Book 2023 Edition
Автор: Nigel Poulton
Издательство: Leanpub
Год: 2023-01-31
Страниц: 291
Язык: английский
Формат: pdf (true), epub
Размер: 32.1 MB

This is a book about Kubernetes - no prior knowledge required! Containers are here and resistance is futile! Now that people are getting their heads around Docker, they need an orchestration platform to help them manage their containerized apps. Kubernetes has emerged as one of the hottest and most important container orchestration platforms in the world. This book gets you up to speed fast! It's designed to teach you the theory and the practical as fast as possible so that you can hit the ground running with your first Kubernetes deployment. Kubernetes is an application orchestrator. For the most part, it orchestrates containerized cloud-native microservices apps. That’s a lot of buzzwords, so let’s take some time to clarify some jargon. And the best part about Kubernetes… it does all of this orchestration without you having to supervise or get involved. Obviously, you have to set things up in the first place, but once you’ve done that, you sit back and let Kubernetes work its magic.

Название: iOS Architecture Patterns: MVC, MVP, MVVM, VIPER, and VIP in Swift
Автор: Raul Ferrer García
Издательство: Apress
Год: 2023
Страниц: 400
Язык: английский
Формат: pdf
Размер: 10.16 MB

Develop well-structured applications using tested techniques and patterns. When you start to develop an application, you not only have to think about the idea of the finished application, but also about how it will evolve as it is built. This book shows you how to plan for changes, scope creep, and for the possibility of other developers joining in. Start by learning what architecture patterns for an application are. You’ll find out why it’s important for your applications to be based on these patterns and which ones are the most common. Then you’ll look at the MVC as one of the best known and used patterns. You’ll see how and when it can be implemented in your applications, as well as its advantages and disadvantages. Developers with some programming knowledge who want to learn different architecture patterns, those who already have more experience and are looking for a starting point on complex patterns such as VIPER or VIP, and beginner programmers.

Название: Applications of Machine Learning and Deep Learning on Biological Data
Автор: Faheem Masoodi, Mohammad Quasim, Syed Nisar Hussain Bukhari
Издательство: CRC Press
Год: 2023
Страниц: 211
Язык: английский
Формат: pdf (true)
Размер: 10.18 MB

The automated learning of machines characterizes Machine Learning (ML). It focuses on making data-driven predictions using programmed algorithms. ML has several applications, including bioinformatics, which is a discipline of study and practice that deals with applying computational derivations to obtain biological data. It involves the collection, retrieval, storage, manipulation, and modeling of data for analysis or prediction made using customized software. Previously, comprehensive programming of bioinformatical algorithms was an extremely laborious task for such applications as predicting protein structures. Now, algorithms using ML and Deep Learning (DL) have increased the speed and efficacy of programming such algorithms.

Название: Deep Learning and Scientific Computing with R torch
Автор: Sigrid Keydana
Издательство: CRC Press
Серия: The R Series
Год: 2023
Страниц: 414
Язык: английский
Формат: pdf (true)
Размер: 10.7 MB

This is a book about torch, the R interface to PyTorch. PyTorch, as of this writing, is one of the major Deep Learning and scientific-computing frameworks, widely used across industries and areas of research. With torch, you get to access its rich functionality directly from R, with no need to install, let alone learn, Python. Though still “young” as a project, torch already has a vibrant community of users and developers; the latter not just extending the core framework, but also, building on it in their own packages. torch is also an excellent tool to use in scientific computations. It is written entirely in R and C/C++.

Название: Kotlin. Программирование для профессионалов. 2-е изд.
Автор: Джош Скин, Дэвид Гринхол, Эндрю Бэйли
Издательство: Питер
Год: 2022
Страниц: 560
Язык: русский
Формат: pdf, epub
Размер: 12.8 MB

Kotlin — это не просто улучшенный язык для виртуальной машины Java. Это мультиплатформенный язык общего назначения: на Kotlin можно писать нативные приложения для macOS, Windows и iOS, приложения на Java­Script и, конечно, приложения для Android. В последнее время компания JetBrains прилагает значительные усилия для разработки кросс-платформенных возможностей; Kotlin Multiplatform предоставляет уникальную возможность совместного использования кода разными приложениями, что привело к росту популярности Kotlin за пределами виртуальной машины Java. Мы написали эту книгу для разработчиков разного уровня: тех, кто имеет богатый опыт создания приложений для Android и кому не хватает возможностей Java; тех, кто разрабатывает серверный код и заинтересован в возможностях Kotlin; тех, кто стремится к совместному использованию кода Kotlin в нативных и веб-приложениях; а также для новичков, решившихся на самостоятельное изучение высокопроизводительного компилируемого языка.

Название: Brad Traversy's Web Dev Guide
Автор: Brad Traversy
Издательство: Traversy Media
Год: May 2022 (Version 1.0)
Страниц: 306
Язык: английский
Формат: pdf + Code
Размер: 14.7 MB

This eBook is an extension of the "Practical Guide To Web Development" video that I release every year on my YouTube channel. This is essentially a brain dump of everything that I know when it comes to web dev-related technologies such as languages and frameworks. In addition to that, I talk about concepts like REST APIs, authentication, MVC, etc. I will also discuss the different paths that you can take as a developer and even topics like mental health and burnout. Now it’s time to get into a programming language and if you’re a web developer, you should know jаvascript. It may not be the main language that you work with if you’re going to be a back-end or even a full-stack dev. You can build websites using server-rendered pages and a template language with PHP or Python, but if you want any kind of dynamic functionality within the browser, then you’ll need to know at least some jаvascript because it’s the language of the browser.

Название: What Is Portainer? An Introduction to Container Management for Developers
Автор: Fabian Peter
Издательство: O’Reilly Media, Inc.
Год: 2023-02-16
Язык: английский
Формат: pdf, epub (true)
Размер: 10.2 MB

Portainer works with both Docker and Kubernetes to make the deployment and management of containerized applications and services easier and more efficient. If you're looking for a quick read to understand how Portainer fits into the cloud native landscape, the problems it can solve for engineering teams, and how organizations can leverage it to bridge the gap between legacy infrastructure and modern software deployment standards, this concise and practical report fits the bill.

Название: Docker: Practical Guide for Developers and DevOps Teams
Автор: Bernd Oggl, Michael Kofler
Издательство: Rheinwerk Publishing Inc.
Год: 2023
Страниц: 496
Язык: английский
Формат: epub (true)
Размер: 10.27 MB

Learn the ins and outs of containerization in Docker with this practical guide! Begin by installing and setting up the platform. Then master the basics: get to know important terminology, understand how to run containers, and set up port redirecting and communication. You’ll learn to create custom images, work with commands, and use key containerization tools. Gain essential skills by following exercises that cover common tasks from packaging new applications and modernizing existing applications to handling security and operations.