Название: Machine Learning for High-Risk Applications: Techniques for Responsible AI (11th Early Release)
Автор: Patrick Hall, James Curtis, Parul Pandey
Издательство: O’Reilly Media, Inc.
Год: 2023-02-10
Страниц: 381
Язык: английский
Формат: epub (true)
Размер: 36.2 MB

The past decade has witnessed a wide adoption of artificial intelligence and machine learning (AI/ML) technologies. However, a lack of oversight into their widespread implementation has resulted in harmful outcomes that could have been avoided with proper oversight. Before we can realize AI/ML's true benefit, practitioners must understand how to mitigate its risks. This book describes responsible AI, a holistic approach 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.

Название: Explainable AI Recipes: Implement Solutions to Model Explainability and Interpretability with Python
Автор: Pradeepta Mishra
Издательство: Apress
Год: 2023
Страниц: 272
Язык: английский
Формат: pdf (true), epub (true)
Размер: 25.2 MB

Understand how to use Explainable AI (XAI) libraries and build trust in AI and machine learning models. This book utilizes a problem-solution approach to explaining Machine Learning models and their algorithms. The book starts with model interpretation for supervised learning linear models, which includes feature importance, partial dependency analysis, and influential data point analysis for both classification and regression models. Next, it explains supervised learning using non-linear models and state-of-the-art frameworks such as SHAP values/scores and LIME for local interpretation. Explainability for time series models is covered using LIME and SHAP, as are natural language processing-related tasks such as text classification, and sentiment analysis with ELI5, and ALIBI. The book concludes with complex model classification and regression-like neural networks and deep learning models using the CAPTUM framework that shows feature attribution, neuron attribution, and activation attribution. After reading this book, you will understand AI and Machine Learning models and be able to put that knowledge into practice to bring more accuracy and transparency to your analyses.

Название: Язык программирования Java SE 8. Подробное описание
Автор: Джеймс Гослинг, Билл Джой, Гай Стил, Гилад Брача, Алекс Бакли
Издательство: Вильямс
Год: 2015 - 5-е издание
Cтраниц: 676
Формат: pdf
Размер: 25 мб
Язык: русский

Эта книга написана разработчиками языка Java и является полным техническим справочником по этому языку программирования. Она обеспечивает полный, точный и подробный охват всех аспектов языка программирования Java. В ней полностью описаны новые возможности, добавленные в Java SE 8: лямбда-выражения, ссылки на методы, методы по умолчанию, аннотации типов и повторяющиеся аннотации.

Название: Beginning Go Programming: Build Reliable and Efficient Applications with Go
Автор: Rumeel Hussain, Maryam Zulfiqar
Издательство: Apress
Год: 2022
Страниц: 272
Язык: английский
Формат: pdf (true), epub (true)
Размер: 10.2 MB

Understand and write programs in Go, a multi-paradigm language with built-in features for concurrent programming. This book enables developers to build software that is simple, reliable, and efficient. It'll also help beginners to start programming Go-based applications. Beginning Go Programming begins by explaining the programming fundamentals of the Go language, including basic syntax, data type and structures, and the use of functions and methods. Next, it covers string formatting, Unicode data handling, and how to use regular expressions in Go. Further, it discusses how to encode and decode JSON formatted data for Go applications, and how to work with HTTP in Go. It concludes by exploring concurrency and covering the most powerful features of Go, as well as tips and tricks related to it. After reading this book and working through its practical examples, you will be ready to begin programming your own Go-based applications.

Название: Глубокое обучение на Python, 2-е межд. издание
Автор: Шолле Франсуа
Издательство: Питер
Год: 2023
Формат: pdf
Страниц: 576
Размер: 22 Мб
Язык: русский

Глубокое обучение динамично развивается, открывая все новые и новые возможности создания ПО. Это не только автоматический перевод текстов с одного языка на другой, распознавание изображений, но и многое другое. Глубокое обучение превратилось в важный навык, необходимый каждому разработчику. Keras и TensorFlow облегчают жизнь разработчикам и позволяют легко работать даже тем, кто не имеет фундаментальных знаний в области математики или науки о данных. Настала пора познакомиться с глубоким обучением и мощной библиотекой Keras! В этом расширенном и дополненном издании создатель библиотеки Keras — Франсуа Шолле — делится знаниями и с новичками, и с опытными специалистами. Иллюстрации и наглядные примеры помогут вам разобраться с самыми сложными вопросами и концепциями. Вы быстро приобретете навыки, необходимые для разработки приложений глубокого обучения.

Название: Graph-Powered Analytics and Machine Learning with TigerGraph: Driving Business Outcomes with Connected Data (10th Early Release)
Автор: Victor Lee, Phuc Kien Nguyen, Xinyu Chang
Издательство: O’Reilly Media, Inc.
Год: 2023-02-07
Страниц: 149
Язык: английский
Формат: epub
Размер: 17.4 MB

With the rapid rise of graph databases, organizations are now implementing advanced analytics and Machine Learning solutions to help drive business outcomes. This practical guide shows data scientists, data engineers, architects, and business analysts how to get started with a graph database using TigerGraph, one of the leading graph database models available. You'll explore a three-stage approach to deriving value from connected dаta: connect, analyze, and learn. Victor Lee, Xinyu Chan, and Gaurav Deshpande from TigerGraph present real use cases covering several contemporary business needs. By diving into hands-on exercises using TigerGraph Cloud, you'll quickly become proficient at designing and managing advanced analytics and Machine Learning solutions for your organization.

Название: Python Flask for Web Development: Build Web Applications In Python Using Flask Framework
Автор: Emenwa Global
Издательство: Emenwa Global
Год: 2022
Страниц: 143
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.2 MB

Flask is a newer framework that is easier to learn for building simple web apps. That is a lovely place to start learning web development. That is why you should be happy that you are on this journey to learn how to build websites and web apps with Flask. Flask can quickly help you grow a tech project like a web app as a micro-framework. If you want to make a small app that can grow rapidly and in ways you haven’t thought of, it’s a good option. It is easy to use and has few dependencies, so it works well even as it gets bigger and bigger. Flask is a micro web framework written in Python. Python is very easy to learn, and there are lots of people that like it. It gives programmers a lot of freedom to write software how they want. It also has a lot of extensions that make adding new functionality easy. It is a program that helps you build websites. Flask helps you by giving an easy way to create new features, like spreadsheets or games. Flask allows you to do whatever you want, so you can make whatever you want. What else? Flask is free!

Название: Python Flask and Django | Full Stack Python for Web Development: Build Web Applications in Python Using Flask and Django Frameworks
Автор: Emenwa Global
Издательство: Emenwa Global
Год: 2022
Страниц: 280
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB

Full stack developers are hard to find these days! You are among a tiny percentage that will stand out as a professional web developer. As technology advances, the technological world undergoes rapid change. The days when a developer can easily keep a job with only one programming language for years without picking up new skills are long gone. Many of us enter the world of programming and web development knowing only one or two technologies, like Java, C++, or jаvascript, but that is no longer enough. Two ways that people can use a computer to make websites are Django and Flask. Web developers use two different programs to create sites and web apps. These two programs are called frameworks, and they help people make fun, cool sites that look nice and run fast. Django is one of the top frameworks because it is open source and works well.

Название: Computational Intelligence in Medical Decision Making and Diagnosis: Techniques and Applications
Автор: Sitendra Tamrakar, Shruti Bhargava Choubey, Abhishek Choubey
Издательство: CRC Press
Год: 2023
Страниц: 286
Язык: английский
Формат: pdf (true)
Размер: 10.05 MB

Computation Intelligence (CI) paradigms, including artificial neural networks, fuzzy systems, evolutionary computing techniques, and intelligent agents, form the basis of making clinical decisions. This book explains different aspects of the current research on CI technologies applied in the field of medical diagnosis. It discusses critical issues related to medical diagnosis, like uncertainties in the medical domain, problems in the medical data, especially dealing with time-stamped data, and knowledge acquisition. The present book includes basic as well as hybrid CI techniques that have been used in recent years so as to know the current trends in medical diagnosis domain. It also presents the merits and demerits of different techniques in general as well as application-specifc context.

Название: Implementing Parallel and Distributed Systems
Автор: Alireza Poshtkohi, M.B. Ghaznavi-Ghoushchi
Издательство: CRC Press
Год: 2023
Страниц: 426
Язык: английский
Формат: pdf (true)
Размер: 22.1 MB

Parallel and distributed systems (PADS) have evolved from the early days of computational science and supercomputers to a wide range of novel computing paradigms, each of which is exploited to tackle specific problems or application needs, including distributed systems, parallel computing, and cluster computing, generally called high-performance computing (HPC). Grid, Cloud, and Fog computing patterns are the most important of these PADS paradigms, which share common concepts in practice. This book covers parallel programming models, techniques, tools, development frameworks, and advanced concepts of parallel computer systems used in the construction of distributed and HPC systems. It specifies a roadmap for developing high-performance client-server applications for distributed environments and supplies step-by-step procedures for constructing a native and object-oriented C++ platform.