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 Название: Bayesian Statistical Modeling With Stan, R, and Python
Автор: Kentaro Matsuura
Издательство: Springer
Год: 2023
Страниц: 395
Язык: английский
Формат: pdf (true), epub
Размер: 41.5 MB
This book provides a highly practical introduction to Bayesian statistical modeling with Stan, which has become the most popular probabilistic programming language. The book is divided into four parts. The first part reviews the theoretical background of modeling and Bayesian inference and presents a modeling workflow that makes modeling more engineering than art. The second part discusses the use of Stan, CmdStanR, and CmdStanPy from the very beginning to basic regression analyses. The third part then introduces a number of probability distributions, nonlinear models, and hierarchical (multilevel) models, which are essential to mastering statistical modeling. It also describes a wide range of frequently used modeling techniques, such as censoring, outliers, missing data, speed-up, and parameter constraints, and discusses how to lead convergence of MCMC. Lastly, the fourth part examines advanced topics for real-world dаta: longitudinal data analysis, state space models, spatial data analysis, Gaussian processes, Bayesian optimization, dimensionality reduction, model selection, and information criteria, demonstrating that Stan can solve any one of these problems in as little as 30 lines. | |
Разместил: Ingvar16 25-01-2023, 16:36 | Комментарии: 0 | Подробнее
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 Название: Precision Health and Artificial Intelligence: With Privacy, Ethics, Bias, Health Equity, Best Practices, and Case Studies
Автор: Arjun Panesar
Издательство: Apress
Год: 2023
Страниц: 183
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB
This book provides a comprehensive explanation of precision (i.e., personalized) healthcare and explores how it can be advanced through Artificial Intelligence (AI) and other data-driven technologies. From improving the diagnosis, treatment, and monitoring of many medical conditions to the effective implementation of precise patient care, this book will help you understand datasets produced from digital health technologies and IoT and teach you how to employ analytical methods such as convolutional neural networks and Deep Learning to analyze that data. Open-source toolkits support Machine Learning by providing accessible and ready-to-use code for common algorithms. Most are available for Python, the programming language favored for developing Machine Learning algorithms. Scikit-learn is a Python module containing image processing and Machine Learning techniques built on SciPy and enables algorithms for clustering, classification, and regression, such as naïve Bayes, decision trees, random forests, k-means, and support vector machines. NLTK, or Natural Language Toolkit, is a collection of libraries used in natural language processing (NLP). | |
Разместил: Ingvar16 25-01-2023, 15:55 | Комментарии: 0 | Подробнее
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 Название: Java Persistence with Spring Data and Hibernate (Final Release)
Автор: Catalin Tudose
Издательство: Manning Publications
Год: 2023
Страниц: 618
Язык: английский
Формат: pdf (true)
Размер: 53.9 MB
Java Persistence with Spring Data and Hibernate explores persistence with the most popular available tools. You’ll benefit from detailed coverage of Spring Data JPA, Spring Data JDBC, Spring Data REST, JPA, and Hibernate, comparing and contrasting the alternatives so you can pick what’s best for your code. We’ll begin with a hands-on introduction to object/relational mapping (ORM) and then dive into mapping strategies for linking up objects and your database. You’ll learn about the different approaches to transactions in Hibernate and Spring Data, and even how to deliver Java persistence with non-relational databases. Finally, we’ll explore testing strategies for persistent applications to keep your code clean and bug free. This book is for application developers who are already proficient in writing Java Core code and are interested in learning how to develop applications to interact easily and effectively with databases. You should be familiar with object-oriented programming and have at least a working knowledge of Java. You will also need a working knowledge of Maven and be able to build a Maven project and open a Java program in IntelliJ IDEA, edit it, and launch it in execution. Some of the chapters require basic knowledge about technologies like Spring or REST. | |
Разместил: Ingvar16 25-01-2023, 06:19 | Комментарии: 0 | Подробнее
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 Название: Experimentation for Engineers: From A/B testing to Bayesian optimization (Final Release)
Автор: David Sweet
Издательство: Manning Publications
Год: 2023
Страниц: 250
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB
Experimentation for Engineers: From A/B testing to Bayesian optimization delivers a toolbox of processes for optimizing software systems. You’ll start by learning the limits of A/B testing, and then graduate to advanced experimentation strategies that take advantage of Machine Learning and probabilistic methods. The skills you’ll master in this practical guide will help you minimize the costs of experimentation and quickly reveal which approaches and features deliver the best business results. This book is for Machine Learning engineers, quantitative traders, and software engineers looking to measure and improve the performance of whatever they’re building. Performance of the systems they build may be gauged by user behavior, revenue, speed, or similar metrics. You might already be working with an experimentation system at a tech or finance company and want to understand it more deeply. You might be planning or aspiring to work with or build such a system. Students entering industry might find that this book is an ideal introduction to industry practices. A reader should be comfortable with Python, NumPy, and undergraduate math (including basic linear algebra). | |
Разместил: Ingvar16 25-01-2023, 06:00 | Комментарии: 0 | Подробнее
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 Название: React From Scratch, Book 2: Hooks and forms - Build your porfolio with hooks and forms
Автор: Ajdin Imsirovic
Издательство: Leanpub
Год: 2023-01-19
Язык: английский
Формат: pdf (true), mobi, epub
Размер: 10.2 MB
Build better React apps using hooks and forms. This book picks up where Book 1: The Basics left off. In this book, you continue discovering the ins and outs of React. The focus of this book is working with hooks and forms, as well as further understanding components and JSX. Contrary to some other ways of dealing with forms on the web, with React, forms are put into a state variable, and then React watches for any form-related event, with every such event updating the form’s state. This means that React’s sort of constantly watching your form for any changes. | |
Разместил: Ingvar16 25-01-2023, 05:39 | Комментарии: 0 | Подробнее
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 Название: Introduction to Java Through Game Development: Learn Java Programming Skills by Working with Video Games
Автор: Victor G. Brusca
Издательство: Apress
Год: 2023
Страниц: 256
Язык: английский
Формат: pdf (true), epub
Размер: 13.2 MB
Interested in learning how to program with Java? Let’s face it, the best way to learn to program is by writing programs. This can be a daunting proposition with the specter of hours of simple command line example programs hanging over your head. Fear not! Now you can learn to program in Java in a fun way by working on video games. With this book, you’ll get to work with three Java game projects and have access to the complete game code for each project, including a full Java game engine. After completing Introduction to Java through Game Development, you’ll be proficient in Java programming, having worked with the language’s fundamental aspects throughout the text, and will be ready to further your Java and game programming expertise with confidence. | |
Разместил: Ingvar16 25-01-2023, 04:36 | Комментарии: 0 | Подробнее
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 Название: Live Coding: A User's Manual (Software Studies)
Автор: Alan F. Blackwell, Emma Cocker, Geoff Cox
Издательство: The MIT Press
Год: 2022
Страниц: 352
Язык: английский
Формат: pdf (true), epub (true)
Размер: 18.8 MB, 63.8 MB
The first comprehensive introduction to the origins, aspirations, and evolution of live coding. Performative, improvised, on the fly: live coding is about how people interact with the world and each other via code. In the last few decades, live coding has emerged as a dynamic creative practice gaining attention across cultural and technical fields—from music and the visual arts through to computer science. Live Coding: A User’s Manual is the first comprehensive introduction to the practice, and a broader cultural commentary on the potential for live coding to open up deeper questions about contemporary cultural production and computational culture. This multi-authored book—by artists and musicians, software designers, and researchers—provides a practice-focused account of the origins, aspirations, and evolution of live coding, including expositions from a wide range of live coding practitioners. In a more conceptual register, the authors consider liveness, temporality, and knowledge in relation to live coding, alongside speculating on the practice’s future forms. | |
Разместил: Ingvar16 25-01-2023, 04:05 | Комментарии: 0 | Подробнее
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 Название: Python How-To (MEAP v10)
Автор: Dr. Yong Cui
Издательство: Manning Publications
Год: 2023
Страниц: 478
Язык: английский
Формат: pdf (true), epub, mobi
Размер: 23.5 MB
Python How-To walks you through the most important coding techniques in Python. Whether you’re doing data science, building web applications, or writing admin scripts, you’ll find answers to your “how-to” questions in this book. Author Yong Cui’s clear and practical writing is perfect for beginners and veterans alike, with insightful code snippets, interesting graphics, and challenging exercises. Along the way, you’ll learn how to take advantage of Python’s versatile tools and libraries. Python How-To is full of techniques and best practices for writing readable and maintainable Python code, with careful cross-referencing that reveals how the same concept can be used in different contexts. Each chapter stands alone, so you can dip in whenever you need a practical solution to a common Python problem. For beginning to intermediate Python programmers. | |
Разместил: Ingvar16 25-01-2023, 03:31 | Комментарии: 0 | Подробнее
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 Название: Integrated Human-Machine Intelligence: Beyond Artificial Intelligence
Автор: Wei Liu
Издательство: Elsevier
Год: 2023
Страниц: 300
Язык: английский
Формат: pdf (true), epub
Размер: 10.9 MB
Integrated Human-Machine Intelligence: Beyond Artificial Intelligence focuses on deep situational awareness in human-computer integration, covering the interaction and integration mechanisms of human intelligence, machine intelligence and environmental systems. The book also details the cognitive, philosophical, social, scientific and technological, and military theories and methods of human-computer division, cooperation and collaborative decision-making to provide basic theoretical support for a development strategy in the field of national intelligence. Sections focus on describing a new form of intelligence produced by the interaction of human, machine and environmental systems which will become the next generation of Artificial Intelligence (AI). Man-machine integration intelligence, in short, is to make full use of the advantages of man and machine to create a new form of intelligence. | |
Разместил: Ingvar16 24-01-2023, 19:07 | Комментарии: 0 | Подробнее
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 Название: Quarkus in Action (MEAP v1)
Автор: Martin Stefanko, Jan Martiska
Издательство: Manning Publications
Год: 2023
Страниц: 184
Язык: английский
Формат: pdf, epub
Размер: 11.4 MB
Build resilient and scalable, cloud-native, enterprise Java applications using the Quarkus framework. Java is one of the most popular programming languages utilized for developing enterprise systems. With its vast ecosystem of libraries, frameworks, standards, runtimes, and most importantly us, the developers, Java represents a genuine choice for building modern, robust, and scalable software. Quarkus is a Java framework that targets microservices and serverless system development. Quarkus emerged as an alternative to the existing Java microservices stacks to provide an application framework that delivers an unmatched performance benefits while still providing a development model utilizing the APIs (Application-Programming interfaces) of popular libraries and Java standards that the Java ecosystem has been practicing for years. Quarkus also puts a strong focus on developer productivity because, as developers know a technology’s productivity and usability are what is appreciated the most. | |
Разместил: Ingvar16 24-01-2023, 18:21 | Комментарии: 0 | Подробнее
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