Название: Probability and Statistics for Machine Learning: A Textbook
Автор: Charu C. Aggarwal
Издательство: Springer
Год: 2024
Страниц: 530
Язык: английский
Формат: pdf (true), epub
Размер: 41.5 MB

This book covers probability and statistics from the Machine Learning perspective. Most of Machine Learning is directly or indirectly related to probability and statistics. After all, Machine Learning is all about making predictions based on data, which inevitably leads to statistical methods. These statistical methods are often couched as models, which use probabilities to quantify the likelihoods of events. Therefore, having a strong background in probability and statistics is critical. The familiarity required with probability and statistics often goes well beyond what is taught in undergraduate curricula. As a result, this presents a challenge to beginners in the field. In many cases, the type of techniques required from probability and statistics are specific to Machine Learning, which is not covered by generic courses on probability and statistics. This book therefore develops a treatment of probability and statistics from the specific perspective of Machine Learning. This book teaches probability and statistics with a specific focus on Machine Learning applications. As a natural consequence of this approach, many key concepts in Machine Learning are covered in detail. Therefore, it is possible to learn a significant amount of Machine Learning while learning probability and statistics from this book. The book contains over 200 worked examples in order to elucidate key concepts.

Название: CUDA Fortran для инженеров и научных работников: Рекомендации по эффективному программированию
Автор: Рутш Г., Фатика М.
Издательство: Москва
Год: 2014
Cтраниц: 364
Формат: pdf (ocr)
Размер: 41 мб
Язык: русский

Fortran – один из важнейших языков программирования для высокопроизводительных вычислений, для которого было разработано множество популярных пакетов программ для решения вычислительных задач.

Название: Explainable AI (XAI) for Sustainable Development: Trends and Applications
Автор: Lakshmi D, Ravi Shekhar Tiwari, Rajesh Kumar Dhanaraj
Издательство: CRC Press
Год: 2024
Страниц: 335
Язык: английский
Формат: pdf (true)
Размер: 20.9 MB

This book presents innovative research works to automate, innovate, design, and deploy Artificial Intelligence (AI) for Real-World Applications. It discussed AI applications in major cutting-edge technologies and details about deployment solutions for different applications for sustainable development. The application of Blockchain techniques illustrates the ways of optimisation algorithms in this book. The challenges associated with AI deployment are also discussed in detail, and edge computing with Machine Learning solutions is explained. This book provides multi-domain applications of AI to the readers to help find innovative methods towards the business, sustainability, and customer outreach paradigms in the AI domain. Artificial Intelligence has rapidly permeated our lives, transforming industries, healthcare, and our interactions with technology. While AI promises innovation and efficiency, its opacity and complexity raise concerns about trust, accountability, and ethical implications. To address these challenges, Explainable AI (XAI) emerged, bridging the gap between Machine Learning and human understanding. XAI seeks to explain how AI systems make decisions, ensure their trustworthiness, and evaluate their societal and ethical impact. This book provides a multifaceted realm of XAI, covering its theoretical foundations, practical applications, and ethical considerations. Through expert insights, real‑world examples, and accessible explanations, we demystify XAI’s complexities for a wide audience. Along the way, we explore the black box of AI models, learn various interpretation techniques, and examine responsible AI development and deployment.

Название: ЕШКО. Программирование на Python для начинающих
Автор: Коллектив
Издательство: ЕШКО
Год: 2024
Формат: PDF
Страниц: много
Размер: 19 Mb
Язык: Русский

Решили освоить язык Python, но не знаете, с чего начать? Тогда Вам подойдет наш курс «Программирование на Python для начинающих». Для обучения не потребуются ни специальные знания, ни техническое образование. Погружение в язык программирования «Питон» будет несложным и последовательным: от базовых основ до тонкостей разработки и оптимизации кода.

Название: .NET in Action, 2nd Edition
Автор: Dustin Metzgar
Издательство: Manning Publications
Год: 2024
Страниц: 360
Язык: английский
Формат: pdf (true)
Размер: 24.7 MB

Learn to build standout line-of-business applications using Microsoft’s .NET Framework, the premier platform for enterprise business development. .NET in Action, Second Edition offers a clear-headed introduction to implementing full-featured, cross-platform professional applications on the Microsoft .NET platform. It’s written by Dustin Metzgar, an industry veteran who helped develop both the original .NET Framework and .NET Core. Based on the bestselling .NET Core in Action, this new edition has been completely rewritten and updated to .NET 7. Using Microsoft’s powerful .NET platform, you can build web and desktop applications for almost any operating system or device. .NET powers everything from lightweight web apps to industrial-strength distributed systems. Designed to be cross-platform and ready for hybrid cloud deployments, it’s perfect for deploying servers and services almost anywhere. It’s even a great place to start with game development and machine learning! With so many options, it’s important to have the big picture perspective this book provides. For developers who know the basics of object-oriented programming. Examples in C#.

Название: Hypermodern Python Tooling: Building Reliable Workflows for an Evolving Python Ecosystem (8th Early Release)
Автор: Claudio Jolowicz
Издательство: O’Reilly Media, Inc.
Год: 2024-04-16
Страниц: 501
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB

Keeping up with the Python ecosystem can be daunting. Its developer tooling doesn't provide the out-of-the-box experience native to languages like Rust and Go. When it comes to long-term project maintenance or collaborating with others, every Python project faces the same problem: how to build reliable workflows beyond local development while staying in sync with the evolving ecosystem. With this hands-on guide, Python developers will learn how to forge the moving parts of a Python project into an easy-to-use toolchain, using state-of-the-art tools including Poetry, Nox, GitHub Actions, Dependabot, pytest, mypy, pre-commit, Black, Ruff, and more. Author Claudio Jolowicz shows you how to create robust Python project structures complete with unit tests, static analysis, code formatting, type checking, and documentation as well as continuous integration and delivery. This book assumes that you have a basic knowledge of the Python programming language. The only tooling you need to be familiar with are the Python interpreter, an editor or IDE, and the command line of your operating system.

Название: Python Django For Web Development: Build Web Applications in Python Using Django Frameworks
Автор: Ona Prado
Издательство: Independently published
Год: 2024
Страниц: 312
Язык: английский
Формат: pdf, epub
Размер: 12.2 MB

Python is one of the most versatile high-level programming languages ever developed. Rather than having to jump into strict syntax rules, Python reads like English and is simple to understand for someone new to programming. This allows you to obtain a basic knowledge of coding practices without having to obsess over smaller details that are often important in other languages. Django is a Python-based web framework which allows you to quickly create web application without all of the installation or dependency problems that you normally will find with other frameworks. When you’re building a website, you always need a similar set of components: a way to handle user authentication (signing up, signing in, signing out), a management panel for your website, forms, a way to upload files, etc. Django gives you ready-made components to use. Django can build almost any type of website. It can also work with any client-side framework and can deliver content in any format such as HTML, JSON, XML, etc. Some sites which can be built using Django are wikis, social networks, new sites etc. All the codes of the Django framework are written in Python, which runs on many platforms. Which leads to run Django too in many platforms such as Linux, Windows and Mac OS.

Название: Stochastic Volitility Modelling: Trading Strategies with Python: An Introductory Guide
Автор: Hayden Van Der Post, Vincent Bisette
Издательство: Reactive Publishing
Год: 2024
Страниц: 337
Язык: английский
Формат: pdf
Размер: 29.7 MB

Unlock the Secrets of Stochastic Volatility Modelling and Transform Your Trading Strategies with Python! In today's ever-evolving financial markets, understanding and capitalizing on volatility is the key to trading success. "Stochastic Volatility Modelling: Trading Strategies with Python" is your comprehensive guide to mastering these complex dynamics. Whether you're a seasoned trader, a financial analyst, or a budding quant, this book offers you the knowledge and tools to harness the power of stochastic volatility for your trading advantage. Dive deep into the heart of financial markets with a clear, accessible exploration of stochastic volatility modelling. This book demystifies the intricate mechanisms of volatility, presenting them through the practical lens of Python programming. It bridges the gap between theoretical concepts and real-world application, enabling you to not only grasp the theory but also implement it effectively. "Stochastic Volatility Modelling: Trading Strategies with Python" is not just a book; it's a comprehensive resource that combines theoretical knowledge with practical skills. It's designed to elevate your understanding of the market, refine your trading strategies, and unlock new opportunities for profit. Whether you're aiming to enhance your trading portfolio, improve your risk management techniques, or explore the fascinating world of quantitative finance, this book is an indispensable tool on your journey to success.

Название: F# in Action (Final Release)
Автор: Isaac Abraham
Издательство: Manning Publications
Год: 2024
Страниц: 336
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 13.2 MB

F# is engineered to make functional programming practical and accessible. This book will get you started writing your first simple, robust, and high performing functional code. F# lets you keep your code simple even in the most complex applications—and it’s the perfect language for taking your first steps in functional programming. This practical, example-driven guide shows you how to build professional applications the F# way. F# in Action is based on author and Microsoft F# MVP Isaac Abraham’s years of experience working with developers as an F# consultant. It upgrades .NET development skills with the core principles of functional programming, and you’ll soon see how F#’s functional-first approach makes it easy to learn this powerful paradigm. F# is a uniquely powerful programming language. Its “light touch” approach to functional programming helps you deliver error-free code without a lot of complex math and academic theory. Simply put, F# exists to help you write better software faster, and this book will show you how. F# in Action teaches you to write professional quality applications in F#. For each concept, feature, and technique you’ll find hands-on examples, starting with simple data transformations and progressing all the way to a full-size web app. Throughout the book, you’ll take advantage of battle-tested .NET tools to take on a wide range of tasks—from data analysis to interoperability with C#. For readers comfortable with any OO or FP language. Prior .NET knowledge not required!

Название: Mathematical Foundations of Information Sciences
Автор: Esfandiar Haghverdi, Liugen Zhu
Издательство: World Scientific Publishing
Год: 2024
Страниц: 163
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

This is a concise book that introduces students to the basics of logical thinking and important mathematical structures that are critical for a solid understanding of logical formalisms themselves as well as for building the necessary background to tackle other fields that are based on these logical principles. Despite its compact and small size, it includes many solved problems and quite a few end-of-section exercises that will help readers consolidate their understanding of the material. This textbook is essential reading for anyone interested in the logical foundations of Informatics, Computer Science, Data Science, Artificial Intelligence, and other related areas. Written with undergraduate students in these disciplines in mind, this book can very well serve the needs of interested and curious readers who wish to get a grasp of the logical principles upon which these fields are built. This book does not require readers to possess math skills beyond those learned in high school. This book is based on the lecture notes originally prepared by the first author for the course I201-Mathematical Foundations for Informatics at Indiana University Bloomington.