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 Название: Machine Learning for High-Risk Applications: Approaches to Responsible AI (Final)
Автор: Patrick Hall, James Curtis, Parul Pandey
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 469
Язык: английский
Формат: True PDF, True EPUB (Retail Copy)
Размер: 42.7 MB
The past decade has witnessed the broad adoption of Artificial Intelligence and Machine Learning (AI/ML) technologies. However, a lack of oversight in their widespread implementation has resulted in some incidents and harmful outcomes that could have been avoided with proper risk management. Before we can realize AI/ML's true benefit, practitioners must understand how to mitigate its risks. This book describes approaches to responsible AI—a holistic framework for improving AI/ML technology, business processes, and cultural competencies that builds on best practices in risk management, cybersecurity, data privacy, and applied social science. Authors Patrick Hall, James Curtis, and Parul Pandey created this guide for data scientists who want to improve real-world AI/ML system outcomes for organizations, consumers, and the public. | |
Разместил: Ingvar16 16-07-2023, 22:00 | Комментарии: 0 | Подробнее
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 Название: Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play, 2nd Edition (Final)
Автор: David Foster
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 456
Язык: английский
Формат: True PDF, True EPUB (Retail Copy)
Размер: 86.5 MB
Generative AI is one of the most revolutionary technologies of our time, transforming the way we interact with machines. Its potential to revolutionize the way we live, work, and play has been the subject of countless conversations, debates, and predictions. But what if there was an even greater potential to this powerful technology? What if the possibilities of generative AI extend beyond our current imagination? The future of generative AI may be more exciting than we ever thought possible… Generative modeling is one of the hottest topics in AI. It's now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models such as variational autoencoders (VAEs), generative adversarial networks (GANs), Transformers, normalizing flows, energy based models, and diffusion models. | |
Разместил: Ingvar16 16-07-2023, 21:12 | Комментарии: 0 | Подробнее
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 Название: Python для Data Science
Автор: Юлий Васильев
Издательство: Питер
Год: 2023
Страниц: 272
Язык: русский
Формат: pdf
Размер: 10.17 MB
Python — идеальный выбор для манипулирования и извлечения информации из данных всех видов. «Python для data science» познакомит программистов с питоническим миром анализа данных. Вы научитесь писать код на Python, применяя самые современные методы, для получения, преобразования и анализа данных в управлении бизнесом, маркетинге и поддержке принятия решений. Познакомьтесь с богатым набором встроенных структур данных Python для выполнения основных операций, а также о надежной экосистемы библиотек с открытым исходным кодом для data science, включая NumPy, Pandas, Scikit-learn, Matplotlib и другие. Научитесь загружать данные в различных форматах, упорядочивать, группировать и агрегировать датасеты, а также создавать графики, карты и другие визуализации. На подробных примерах стройте реальные приложения, в том числе: службу такси, использующую геолокацию, анализ корзины для определения товаров, которые обычно покупаются вместе, а также модель машинного обучения для прогнозирования цен на акции. На языке Python вы сможете писать лаконичный и интуитивно понятный код с минимальными затратами времени и усилий, реализуя большинство идей всего в нескольких строках. На самом деле гибкий синтаксис позволяет реализовать несколько операций с данными даже в одной строке. Например, можно написать строку кода, которая одновременно фильтрует, преобразует и агрегирует данные. Будучи языком общего назначения, Python подходит для решения широкого круга задач. Работая с этим языком, можно легко интегрировать анализ данных с другими задачами для создания полнофункциональных, хорошо продуманных приложений. Например, можно создать бота, который выдает прогнозы фондового рынка в ответ на запрос пользователя на естественном языке. Чтобы создать такое приложение, понадобится API для бота, прогнозная модель машинного обу чения и инструмент обработки естественного языка (NLP) для взаимодействия с пользователями. Для всего этого существуют мощные библиотеки Python. | |
Разместил: Ingvar16 16-07-2023, 19:18 | Комментарии: 0 | Подробнее
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 Название: Intergalactic Python: Coding Through the Cosmos Learn Python the exciting way
Автор: Andrew Kean Gao
Издательство: Leanpub
Год: 2023-07-16
Язык: английский
Формат: pdf (true), epub
Размер: 10.1 MB
Greetings, future space explorer! You're about to embark on a journey unlike any other. This isn't just another Python book; it's a voyage of discovery through the cosmos. This book will guide you from the ground up, from your first tentative steps in Python to a confident sprint across the star-studded fields of coding. If you've always been captivated by the mysteries of the universe and wanted to learn to code, you've picked up the right guide! This book assumes no prior programming knowledge. We'll be learning the Python programming language, known for its simplicity and power. Python is widely used in many fields, from web development to data analysis to machine learning, making it a valuable language to learn. We'll start with the basics, like how to write and run Python programs. Gradually, we'll delve into Python's core concepts like variables, loops, conditionals, and functions. Later, we'll explore more advanced topics like error handling, libraries, and object-oriented programming. By the end, you'll have a solid foundation in Python and be able to write your own Python programs. We will be using Google Colab, a free online platform, as our Integrated Development Environment (IDE). It allows you to write, run, and share Python code right in your browser, which means there's no software to install and you can access it from anywhere. | |
Разместил: Ingvar16 16-07-2023, 17:10 | Комментарии: 0 | Подробнее
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 Название: Collaborative Software Design (MEAP v6)
Автор: Evelyn van Kelle
Издательство: Manning Publications
Год: 2023
Страниц: 431
Язык: английский
Формат: pdf, epub
Размер: 45.9 MB
Good practices, collaboration tools, and effective techniques for incorporating your key stakeholders into the software design process. Don’t spend months building the wrong software! Collaborative Software Design: How to facilitate domain modeling decisions is a unique and practical guide for effectively involving all stakeholders in the design of software. Collaborative Software Design: How to facilitate domain modeling decisions is a practical guide to conducting effective software design sessions that involve all business and technical stakeholders. It lays out pragmatic techniques for making collaborative design decisions, ensuring you’re getting a group’s full participation and input to solve real business problems. You’ll deliver results by combining collaborative modeling tools, and learn how to manage conflicts, handle resistance, and keep everyone involved even when a session has ended. Put these techniques into practice, and you’ll be able to facilitate incredibly effective design sessions in which everyone’s voices are heard. | |
Разместил: Ingvar16 16-07-2023, 08:03 | Комментарии: 0 | Подробнее
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 Название: The AI-Powered Developer (MEAP v1)
Автор: Nathan B Crocker
Издательство: Manning Publications
Год: 2023
Страниц: 134
Язык: английский
Формат: pdf, epub
Размер: 10.5 MB
Use groundbreaking generative AI tools to increase your productivity, efficiency, and code quality. You just got a promotion! AI coding tools like GitHub Copilot, ChatGPT, and Amazon CodeWhisperer turn every developer into an engineering manager, overseeing a super-smart and super-fast junior coder. This book is designed to transition readers from having little to no experience with AI-powered coding tools to becoming proficient developers able to leverage these powerful technologies in their projects. Given the broadness of introducing both programming and AI concepts, we assume you're familiar with Python. The AI-Powered Developer shows you how to put AI coding tools like Github Copilot and ChatGPT into action. Throughout the book, you’ll generate code and design ideas as you build an IT Asset Management system using AI in every step of the development process. Clear advice and hands-on examples show you how to integrate these tools into your daily workflow. You’ll create self-documenting applications, generate predictive suggestions, and even use AI to test and explain your code. This practical book helps you develop an instinct for AI code and an understanding of what problems AI can and can’t solve. You’ll soon be confident in your transition to this new way to build software, aided by your diligent team of AI assistants. | |
Разместил: Ingvar16 15-07-2023, 22:25 | Комментарии: 0 | Подробнее
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 Название: Путешествие в страну Алгоритмию с котенком Скретчем
Автор: Зорина Е.М.
Издательство: ДМK
Год: 2016
Cтраниц: 134, цвет.ил.
Формат: pdf (ocr)
Размер: 14 мб
Язык: русский
Давай вместе отправимся в удивительный мир программирования – страну Алгоритмию, где ты сможешь помочь котенку Scratch спасти Инфоград от злобного Вируса. Ты научишься создавать игры и анимации, которыми сможешь поделиться с друзьями. Программировать – это интересно. А программировать игры – вдвойне! Скорее бери в руки мышь и вперед – в захватывающее путешествие! Время кодить настало! Программирование – увлекательное и полезное занятие для детей и взрослых. Специальный язык Scratch поможет даже новичку быстро собрать игру из цветных блоков, словно пазл. Создание игры – это обучение с развлечением, а сказочный сюжет необходим для поддержания интереса ребенка. В данной книге представлены 30 полноценных проектов. | |
Разместил: rivasss 15-07-2023, 13:37 | Комментарии: 0 | Подробнее
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 Название: Conquering jаvascript: Node.js
Автор: Sufyan bin Uzayr
Издательство: CRC Press
Год: 2024
Страниц: 188
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB
jаvascript is without a question among the most prominent and commonly used client-side programming languages available. jаvascript's scope of use has expanded in recent years, and it is now also used for server-side development. Node.js is an extremely popular JS framework, meant for rapid web and application development. Conquering jаvascript: Node.js helps the reader master the Node.js framework for faster and more robust development. This book is a detailed guide that will help developers and coders do more with Node.js. It discusses the basics in brief, and then moves on to more advanced and detailed exercises to help readers quickly gain the required knowledge. This book is a valuable reference for Node.js developers as well as those involved in game development, mobile apps, progressive applications, and now even desktop apps. | |
Разместил: Ingvar16 14-07-2023, 22:22 | Комментарии: 0 | Подробнее
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 Название: Mastering Perl: A Beginner's Guide
Автор: Sufyan bin Uzayr
Издательство: CRC Press
Год: 2024
Страниц: 313
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB
Mastering Perl helps readers to learn the Perl programming language with real-world examples. High-level, interpreted, and multipurpose, Perl’s roots are in text manipulation. It is used for UI development in system administration, networking, and other fields, borrowing heavily from C and Shell scripts. Among programmers, Perl is also known as "Pathologically Eclectic Rubbish Lister" or "Practically Everything Really Likable." Since Perl’s inception, it has mostly been used for text processing, namely the extraction of data from text files and its subsequent transformation into other formats. In addition to being interoperable with HTML, XML, and other markup languages, Perl provides cross-platform compatibility. It is Open Source, meaning it is free to use and licensed under both the Artistic and GNU General Public Licenses (GPL). | |
Разместил: Ingvar16 14-07-2023, 21:35 | Комментарии: 0 | Подробнее
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 Название: Quick Java
Автор: David Matuszek
Издательство: CRC Press
Год: 2024
Страниц: 235
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB
"We’ll be doing this next project in Java." Unfortunately, you’re a C++ programmer, or maybe a Python programmer. How are you going to get up to speed in a hurry? There are lots of Java books for beginners, telling you all about what a computer is and how it represents everything in bits. You don’t need that. At the other extreme, there are thousand-page tomes that you aren’t going to get through in a few days, if ever. You need something in-between. This book is intended to fill that gap. It’s written for the programmer who doesn’t need to be taught how to program, just how to do it in Java―and who needs to get started in a hurry. Java is covered from the inside out. First, all the things that go inside a class, most of which are practically identical to C++. After that, all the various and complicated kinds of classes and interfaces and how they relate to each other in large-scale programs. Testing is essential, so (unlike most Java books) JUnit is covered in detail. Then, in case you need to go in that direction, some functional programming, a little about parallel programming, and more than enough to get you started in building GUIs (graphical user interfaces) and doing animation. | |
Разместил: Ingvar16 14-07-2023, 21:11 | Комментарии: 0 | Подробнее
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