Название: Algorithmic Learning in a Random World, 2nd Edition
Автор: Vladimir Vovk, Alexander Gammerman, Glenn Shafer
Издательство: Springer
Год: 2022
Страниц: 490
Язык: английский
Формат: pdf (true), epub
Размер: 29.3 MB

This book is about conformal prediction, an approach to prediction that originated in Machine Learning. The main feature of conformal prediction is the principled treatment of the reliability of predictions. The prediction algorithms described ― conformal predictors ― are provably valid in the sense that they evaluate the reliability of their own predictions in a way that is neither over-pessimistic nor over-optimistic (the latter being especially dangerous). The approach is still flexible enough to incorporate most of the existing powerful methods of Machine Learning. The book covers both key conformal predictors and the mathematical analysis of their properties.

Название: Language and the Rise of the Algorithm
Автор: Jeffrey M. Binder
Издательство: University of Chicago Press
Год: 2022
Страниц: 328
Язык: английский
Формат: pdf (true)
Размер: 20.5 MB

A wide-ranging history of the algorithm. Bringing together the histories of mathematics, Computer Science, and linguistic thought, Language and the Rise of the Algorithm reveals how recent developments in artificial intelligence are reopening an issue that troubled mathematicians well before the computer age: How do you draw the line between computational rules and the complexities of making systems comprehensible to people? By attending to this question, we come to see that the modern idea of the algorithm is implicated in a long history of attempts to maintain a disciplinary boundary separating technical knowledge from the languages people speak day to day. Here Jeffrey M. Binder offers a compelling tour of four visions of universal computation that addressed this issue in very different ways: G. W. Leibniz’s calculus ratiocinator; a universal algebra scheme Nicolas de Condorcet designed during the French Revolution; George Boole’s nineteenth-century logic system; and the early programming language ALGOL, short for algorithmic language.

Название: Cloud Native Applications with Docker and Kubernetes: Design and Build Cloud Architecture and Applications with Microservices, EMQ, and Multi-Site Configurations
Автор: Jonathan Bartlett
Издательство: Apress
Год: 2023
Страниц: 275
Язык: английский
Формат: pdf (true), epub
Размер: 10.6 MB

This book takes developers on a journey into the cloud with Docker and Kubernetes. It walks you through the basics of Docker containers, how they are built, run, and published, and how the Kubernetes system allows you to use containers to better manage a cloud native application. Additionally, it walks you through various issues in cloud architecture, and how to design a cloud architecture that will work with your application and your team. The book takes a unique approach, getting you immersed in each subject with tutorials, then building up your technical knowledge, and finally backing up and thinking about more big-picture issues. Part one introduces Docker, building and working with Docker images, and covering best practices for Docker Containers. Part two covers the practicalities of "cloud native” and managing a Kubernetes application, including a full working example.

Название: Beginner's Guide to Streamlit with Python: Build Web-Based Data and Machine Learning Applications
Автор: Sujay Raghavendra
Издательство: Apress
Год: 2023
Страниц: 215
Язык: английский
Формат: pdf (true), epub
Размер: 15.7 MB

This book will teach you the basics of Streamlit, a Python-based application framework used to build interactive dashboards and Machine Learning web apps. Streamlit reduces development time for web-based application prototypes of data and Machine Learning models. As you’ll see, Streamlit helps develop data-enhanced analytics, build dynamic user experiences, and showcases data for Data Science and Machine Learning models. Beginner's Guide to Streamlit with Python begins with the basics of Streamlit by demonstrating how to build a basic application and advances to visualization techniques and their features. Next, it covers the various aspects of a typical Streamlit web application, and explains how to manage flow control and status elements. You’ll also explore performance optimization techniques necessary for data modules in a Streamlit application. Following this, you’ll see how to deploy Streamlit applications on various platforms.

Название: Создание приложений машинного обучения: от идеи к продукту
Автор: Амейзен Эммануэль
Издательство: Питер
Год: 2023
Формат: pdf
Страниц: 272
Размер: 12,9 Мб
Язык: русский

Освойте ключевые навыки проектирования, разработки и развертывания приложений на базе машинного обучения (МО)! Пошаговое руководство по созданию МО-приложений с упором на практику: для специалистов по обработке данных, разработчиков программного обеспечения и продакт-менеджеров. Читая эту книгу, вы шаг за шагом создадите реальное практическое приложение — от идеи до внедрения. В вашем распоряжении примеры кодов, иллюстрации, скриншоты и интервью с ведущими специалистами отрасли. Вы научитесь планировать и измерять успех МО-проектов, разберетесь, как построить рабочую модель, освоите способы ее итеративной доработки. И, наконец, познакомитесь со стратегиями развертывания и мониторинга.

Название: Distributed Machine Learning Patterns (MEAP v5)
Автор: Yuan Tang
Издательство: Manning Publications
Год: 2022
Страниц: 172
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Practical patterns for scaling Machine Learning from your laptop to a distributed cluster. Scaling up models from standalone devices to large distributed clusters is one of the biggest challenges faced by modern Machine Learning practitioners. Distributed Machine Learning Patterns teaches you how to scale Machine Learning models from your laptop to large distributed clusters. In Distributed Machine Learning Patterns, you’ll learn how to apply established distributed systems patterns to Machine Learning projects, and explore new ML-specific patterns as well. Firmly rooted in the real world, this book demonstrates how to apply patterns using examples based in TensorFlow, Kubernetes, Kubeflow, and Argo Workflows. Real-world scenarios, hands-on projects, and clear, practical DevOps techniques let you easily launch, manage, and monitor cloud-native distributed Machine Learning pipelines.

Название: Beginning SharePoint Communication Sites: Understanding and Managing Modern SharePoint Online, Second Edition
Автор: Charles David Waghmare
Издательство: Apress
Год: 2023
Страниц: 253
Язык: английский
Формат: pdf, epub
Размер: 13.9 MB

Understand SharePoint communication sites and create one on your own using SharePoint Home, available in Microsoft 365. This revised edition covers the new features in SharePoint communication sites and demonstrate how to effectively use them. You will also learn how to create a digital experience using SharePoint communication sites. This updated edition includes a new chapter on information management and governance, along with new topics such as seamless integration between Teams, using Power Automate and SharePoint Communication sites in tandem, and performing project and operations management activities with communication sites. Author Charles Waghmare starts by walking you through SharePoint communication sites and how to create them. Next, you’ll explore various use cases to understand the benefits of communicating through SharePoint communication sites. Further, you will learn collaborative applications like Teams and its integration with SharePoint, followed by details of compliance and governance. You will then integrate communication sites with Microsoft 365 products for better end user collaboration.

Название: gRPC Microservices in Go (MEAP v5)
Автор: Huseyin Babal
Издательство: Manning Publications
Год: 2022
Страниц: 138
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

gRPC is a high-performance messaging protocol that’s extraordinarily well-suited for microservices applications. Learn how to build fast and secure gRPC-based microservices using the powerful Go programming language. The powerful gRPC Remote Procedure Call framework delivers superior speed and security over protocols like REST. When paired with Golang’s low-level efficiency and flexibility, gRPC and Go become a killer combination for latency-sensitive microservices applications. Microservice architecture comes with its own challenges since we end up building a distributed system product where services communicate with each other over the network. gRPC helps us to set up hassle free communication patterns, especially for message exchange during inter-service communication. In this book, we deep dive into the theory of Microservice Architecture and how it is different from Monolithic Architecture. We also use gRPC and Go to communicate between services with a simple message and rpc definitions. Besides step by step implementation of each service, you can also see CI/CD examples applied to Microservice development. Code examples are enriched with illustrative diagrams to show you the big picture.

Название: R for Data Science: Import, Tidy, Transform, Visualize, and Model Data, 2nd Edition (Early Release)
Автор: Hadley Wickham, Garrett Grolemund, Mine Cetinkaya-Rundel
Издательство: O’Reilly Media, Inc.
Год: 2022-12-14
Язык: английский
Формат: epub
Размер: 10.2 MB

Learn how to use R to turn data into insight, knowledge, and understanding. Ideal for current and aspiring data scientists, this book introduces you to doing data science with R and RStudio, as well as the tidyverse—a collection of R packages designed to work together to make data science fast, fluent, and fun. Even if you have no programming experience, this updated edition will have you doing data science quickly. You'll learn how to import, transform, and visualize your data and communicate the results. And you'll get a complete, big-picture understanding of the data science cycle and the basic tools you need to manage the details. Each section in this edition includes exercises to help you practice what you've learned along the way.

Название: Solution Architecture Patterns for Enterprise: A Guide to Building Enterprise Software Systems
Автор: Chanaka Fernando
Издательство: Apress
Год: 2023
Страниц: 388
Язык: английский
Формат: pdf), epub
Размер: 15.8 MB

Gain a deeper understanding of how distributed systems work, as well as which applications and systems are used for specific business domains or industries. This book provides a set of solution architecture patterns that were developed based on the author’s experience building enterprise software systems for hundreds of different organizations across the globe. The architecture diagrams (patterns) and examples allow you to not only grasp the concepts, but to build working projects. Solution Architecture Patterns for Enterprise starts with an introduction to the concepts of enterprise software systems and solution architecture and later moves to individual solution architecture patterns used in real-world enterprises. Subsequent sections cover various industry-specific solution architecture patterns that can be used to build domain-specific software systems.