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Название: The Calabi–Yau Landscape: From Geometry, to Physics, to Machine Learning Автор: Yang-Hui He Издательство: Springer Год: 2021 Формат: ePUB, PDF Страниц: 214 Размер: 13 Mb Язык: English
The study of Calabi–Yau manifolds lies at an exciting intersection between physics and mathematics. Recently, there has been much activity in applying machine learning to solve otherwise intractable problems, to conjecture new formulae, or to understand the underlying structure of mathematics. In this book, insights from string and quantum field theory are combined with powerful techniques from complex and algebraic geometry, then translated into algorithms with the ultimate aim of deriving new information about Calabi–Yau manifolds. While the motivation comes from mathematical physics, the techniques are purely mathematical and the theme is that of explicit calculations. The reader is guided through the theory and provided with explicit computer code in standard software such as SageMath, Python and Mathematica to gain hands-on experience in applications of artificial intelligence to geometry. |
Разместил: vitvikvas 1-08-2021, 14:10 | Комментарии: 0 | Подробнее
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Название: Cloud Native Applications with Jakarta EE: Build, Design, and Deploy Cloud-Native Applications and Microservices with Jakarta EE Автор: Kamalmeet Singh Издательство: BPB Publications Год: 2021 Страниц: 232 Язык: английский Формат: pdf, epub Размер: 10.2 MB
The book helps readers to get a basic understanding of features provided by the cloud and core concepts of cloud native development. A hands-on approach makes sure that after reading the book, one can straight away implement the concepts in their daily design and development activities. The book starts with the basics of cloud computing and moves on to understanding the core concepts to create a production-ready cloud-native application. The book helps readers to develop a code that is testable and maintainable to support Agile cloud native development. This book also talks about the security and scalability aspects of applications which are the backbone of any large-scale application. The book covers advanced cloud native application development approaches using containers and serverless approaches. |
Разместил: Ingvar16 1-08-2021, 12:48 | Комментарии: 0 | Подробнее
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Название: Designing User Experience: A guide to HCI, UX and interaction design, 4th Edition Автор: David Benyon Издательство: Pearson Год: 2019 Страниц: 674 Язык: английский Формат: pdf (true) Размер: 27.4 MB
Designing User Experience presents a comprehensive introduction to the practical issue of creating interactive systems, services and products from a human-centred perspective. It develops the principles and methods of human–computer interaction (HCI) and Interaction Design (ID) to deal with the design of twenty-first-century computing and the demands for improved user experience (UX). It brings together the key theoretical foundations of human experiences when people interact with and through technologies. It explores UX in a wide variety of environments and contexts. |
Разместил: Ingvar16 1-08-2021, 12:20 | Комментарии: 0 | Подробнее
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Название: Modern Optimization with R, 2nd Edition Автор: Paulo Cortez Издательство: Springer Серия: Use R! Год: 2021 Страниц: 264 Язык: английский Формат: pdf (true), epub Размер: 24.9 MB
The goal of this book is to gather in a single work the most relevant concepts related in optimization methods, showing how such theories and methods can be addressed using the open source, multi-platform R tool. Modern optimization methods, also known as metaheuristics, are particularly useful for solving complex problems for which no specialized optimization algorithm has been developed. These methods often yield high quality solutions with a more reasonable use of computational resources (e.g. memory and processing effort). Examples of popular modern methods discussed in this book are: simulated annealing; tabu search; genetic algorithms; differential evolution; and particle swarm optimization. This book is suitable for undergraduate and graduate students in computer science, information technology, and related areas, as well as data analysts interested in exploring modern optimization methods using R. |
Разместил: Ingvar16 31-07-2021, 19:05 | Комментарии: 0 | Подробнее
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Название: Consul: Up and Running: Service Mesh for Any Runtime or Cloud (Second Early Release) Автор: Luke Kysow Издательство: O’Reilly Media, Inc. Год: 2021-07-30 Язык: английский Формат: pdf, epub Размер: 10.1 MB
With the advent of microservices, Kubernetes, public cloud, and hybrid computing, site reliability and DevOps engineers are facing more complexity than ever before. Service mesh is an exciting new technology that promises to help tackle this complexity. A service mesh provides you with a unified control plane to manage the networking among your applications running on these distinct platforms. This definitive guide shows you how to automate networking for simple and secure application delivery with Consul. |
Разместил: Ingvar16 31-07-2021, 17:48 | Комментарии: 0 | Подробнее
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Название: Глубокое обучение. Легкая разработка проектов на Python Автор: Вейдман Сет Издательство: Питер Год: 2021 Формат: PDF Страниц: 272 Размер: 10 Mb Язык: Русский
Взрывной интерес к нейронным сетям и искусственному интеллекту затронул уже все области жизни, и понимание принципов глубокого обучения необходимо каждому разработчику ПО для решения прикладных задач. Эта практическая книга представляет собой вводный курс для всех, кто занимается обработкой данных, а также для разработчиков ПО. Вы начнете с основ глубокого обучения и быстро перейдете к более сложным архитектурам, создавая проекты с нуля. Вы научитесь использовать многослойные, сверточные и рекуррентные нейронные сети. Только понимая принцип их работы (от «математики» до концепций), вы сделаете свои проекты успешными. |
Разместил: vitvikvas 31-07-2021, 14:14 | Комментарии: 0 | Подробнее
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Название: An Introduction to Statistical Learning: with Applications in R, 2nd Edition Автор: Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani Издательство: Sptinger Год: 2021 Формат: PDF Страниц: 616 Размер: 13,7 Mb Язык: English
An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. |
Разместил: vitvikvas 30-07-2021, 20:21 | Комментарии: 0 | Подробнее
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Название: Towards Sustainable Artificial Intelligence: A Framework to Create Value and Understand Risk Автор: Ghislain Landry Tsafack Chetsa Издательство: Apress Год: 2021 Формат: ePUB, PDF Страниц: 145 Размер: 10 Mb Язык: English
So far, little effort has been devoted to developing practical approaches on how to develop and deploy AI systems that meet certain standards and principles. This is despite the importance of principles such as privacy, fairness, and social equality taking centre stage in discussions around AI. However, for an organization, failing to meet those standards can give rise to significant lost opportunities. It may further lead to an organization’s demise, as the example of Cambridge Analytica demonstrates. It is, however, possible to pursue a practical approach for the design, development, and deployment of sustainable AI systems that incorporates both business and human values and principles. |
Разместил: vitvikvas 30-07-2021, 16:44 | Комментарии: 0 | Подробнее
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Название: Essential Java for AP CompSci: From Programming to Computer Science Автор: Doug Winnie Издательство: Apress Год: 2021 Формат: ePUB, PDF Страниц: 314 Размер: 12,9 Mb Язык: English
Gain the essential skills for computer science using one of today's most popular programming languages, Java. This book will prepare you for AP CompSci Complete, but you don’t need to be sitting that class to benefit. Computer science has become a basic life skill that everyone is going to need to learn. Whether you are going into a career or side hustle in business, technology, creativity, architecture, or almost any other field, you will find coding and computer science play a role. |
Разместил: vitvikvas 30-07-2021, 16:34 | Комментарии: 0 | Подробнее
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Название: SQL Server on Kubernetes: Designing and Building a Modern Data Platform Автор: Anthony E. Nocentino, Ben Weissman Издательство: Apress Год: 2021 Формат: ePUB, PDF Страниц: 246 Размер: 17,6 Mb Язык: English
Build a modern data platform by deploying SQL Server in Kubernetes. Modern application deployment needs to be fast and consistent to keep up with business objectives and Kubernetes is quickly becoming the standard for deploying container-based applications, fast. This book introduces Kubernetes and its core concepts. Then it shows you how to build and interact with a Kubernetes cluster. Next, it goes deep into deploying and operationalizing SQL Server in Kubernetes, both on premises and in cloud environments such as the Azure Cloud. |
Разместил: vitvikvas 30-07-2021, 16:26 | Комментарии: 0 | Подробнее
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