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Название: Machine Learning Algorithms in Depth (MEAP v3)
Автор: Vadim Smolyakov
Издательство: Manning Publications
Год: 2023
Страниц: 186
Язык: английский
Формат: pdf, epub
Размер: 11.97 MB

Machine Learning Algorithms in Depth dives deep into the how and the why of Machine Learning algorithms. For each category of algorithm, you’ll go from math-first principles to a hands-on implementation in Python. You’ll explore dozens of examples from across all the fields of Machine Learning, including finance, computer vision, NLP, and more. Each example is accompanied by worked-out derivations and details, as well as insightful code samples and graphics. By the time you’re done reading, you’ll know how major algorithms work under the hood—and be a better Machine Learning practitioner for it. This book will take you on a journey from mathematical derivation to software implementation of some of the most intriguing algorithms in ML. Some of the prerequisites for reading this book include basic level of programming in Python and intermediate level of understanding of linear algebra, applied probability and multivariate calculus. My goal in writing this book is to distill the science of ML and present it in a way that will convey intuition and inspire the reader to self-learn, innovate and advance the field.

Название: Advanced Machine Learning Algorithms for Complex Financial Applications
Автор: Mohammad Irfan, Mohamed Elhoseny, Salina Kassim
Издательство: IGI Global
Год: 2023
Страниц: 324
Язык: английский
Формат: epub (true)
Размер: 12.9 MB

The advancements in Artificial Intelligence and Machine Learning have significantly affected the way financial services are offered and adopted today. Important financial decisions such as investment decision making, macroeconomic analysis, and credit evaluation are becoming more complex within the field of finance. Artificial Intelligence and Machine Learning, with their spectacular success accompanied by unprecedented accuracies, have become increasingly important in the finance world. Advanced Machine Learning Algorithms for Complex Financial Applications provides innovative research on the roles of Artificial Intelligence and Machine Learning algorithms in financial sectors with special reference to complex financial applications such as financial risk management in Big Data environments. In addition, the book addresses broad challenges in both theoretical and application aspects of Artificial Intelligence in the field of finance. Covering essential topics such as secure transactions, financial monitoring, and data modeling, this reference work is crucial for financial specialists, researchers, academicians, scholars, practitioners, instructors, and students.

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.

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).

Название: Smart Applications with Advanced Machine Learning and Human-Centred Problem Design
Автор: D. Jude Hemanth, Utku Kose, Junzo Watada, Bogdan Patrut
Издательство: Springer
Год: 2023
Страниц: 801
Размер: 31.31 МБ
Формат: PDF
Язык: English

This book brings together the most recent, quality research papers accepted and presented in the 3rd International Conference on Artificial Intelligence and Applied Mathematics in Engineering (ICAIAME 2021) held in Antalya, Turkey between 1-3 October 2021. Objective of the content is to provide important and innovative research for developments-improvements within different engineering fields, which are highly interested in using artificial intelligence and applied mathematics.

Название: Основы web-программирования на PHP
Автор: Маркин А. В. , Шкарин С. С.
Издательство: Диалог-МИФИ
Год: 2012
Cтраниц: 252 с. : табл., схем., ил.
Формат: pdf (ocr)
Размер: 44 мб
Язык: русский

Описаны основные термины и понятия, характеризующие современный web, а также технологии, применяемые для web-разработки, такие, как XHTML, CSS и PHP. Подробно рассмотрены синтаксис языка PHP и его работа с протоколом передачи данных HTTP и системой управления базами данных Firebird. Также дано описание основного синтаксиса регулярных выражений и их применению в PHP-скриптах. Теоретический материал ориентирован на последнюю, пятую версию языка РHP и в полной мере проиллюстрирован примерами.

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.

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).

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.

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.