Litgu.ru - Литературный Гуру

Название: Explainable AI with Python
Автор: Leonida Gianfagna, Antonio Di Cecco
Издательство: Springer
Год: 2021
Формат: true pdf/epub
Страниц: 207
Размер: 46 Mb
Язык: English

This book provides a full presentation of the current concepts and available techniques to make “machine learning” systems more explainable. The approaches presented can be applied to almost all the current “machine learning” models: linear and logistic regression, deep learning neural networks, natural language processing and image recognition, among the others.
Progress in Machine Learning is increasing the use of artificial agents to perform critical tasks previously handled by humans (healthcare, legal and finance, among others). While the principles that guide the design of these agents are understood, most of the current deep-learning models are "opaque" to human understanding. Explainable AI with Python fills the current gap in literature on this emerging topic by taking both a theoretical and a practical perspective, making the reader quickly capable of working with tools and code for Explainable AI.
Beginning with examples of what Explainable AI (XAI) is and why it is needed in the field, the book details different approaches to XAI depending on specific context and need.

Название: Introduction to Machine Learning in the Cloud with Python: Concepts and Practices
Автор: Pramod Gupta, Naresh K. Sehgal
Издательство: Springer
Год: 2021
Формат: true pdf/epub
Страниц: 293
Размер: 58 Mb
Язык: English

This book provides an introduction to machine learning and cloud computing, both from a conceptual level, along with their usage with underlying infrastructure. The authors emphasize fundamentals and best practices for using AI and ML in a dynamic infrastructure with cloud computing and high security, preparing readers to select and make use of appropriate techniques. Important topics are demonstrated using real applications and case studies.

Название: Android Apprentice (4th Edition)
Автор: Darryl Bayliss, Tom Blankenship, Fuad Kamal
Издательство: Razeware LLC
Год: Apr 28 2021 (v4.0)
Страниц: 724
Язык: английский
Формат: pdf (true)
Размер: 60.9 MB

Создайте четыре полных приложения для Android с нуля с помощью Kotlin! "Android Apprentice" - наша книга для полных новичков в разработке под Android. Если вы совершенный новичок в Android или в разработке на Котлин, то эта книга для вас! "Android Apprentice" поможет вам полностью создать свое первое приложение для подачи вашего приложения на продажу. К концу этой книги вы будете достаточно квалифицированы, чтобы превратить свои расплывные идеи в реальные приложения, которые вы можете выставить в магазине Google Play.

Название: Balancing Agile and Disciplined Engineering and Management Approaches for IT Services and Software Products
Автор: Manuel Mora, Jorge Marx Gomez
Издательство: IGI Global
Год: 2021
Страниц: 378
Язык: английский
Формат: pdf (true), epub
Размер: 11.0 MB, 15.3 MB

The highly dynamic world of information technology service management stresses the benefits of the quick and correct implementation of IT services. A disciplined approach relies on a separate set of assumptions and principles as an agile approach, both of which have complicated implementation processes as well as copious benefits. Combining these two approaches to enhance the effectiveness of each, while difficult, can yield exceptional dividends. Balancing Agile and Disciplined Engineering and Management Approaches for IT Services and Software Products is an essential publication that focuses on clarifying theoretical foundations of balanced design methods with conceptual frameworks and empirical cases. Highlighting a broad range of topics including business trends, IT service, and software development, this book is ideally designed for software engineers, software developers, programmers, information technology professionals, researchers, academicians, and students.

Название: Advancements in Computer Vision Applications in Intelligent Systems and Multimedia Technologies (Advances in Computational Intelligence and Robotics)
Автор: Muhammad Sarfraz
Издательство: IGI Global
Год: 2020
Формат: true pdf, epub
Страниц: 344
Размер: 21.8 Mb, 29.6 Mb
Язык: English

Two significant areas of study that are continually impacting various dimensions in computer science are computer vision and imaging. These technologies are rapidly enhancing how information and data is being exchanged and opening numerous avenues of advancement within areas such as multimedia and intelligent systems. The high level of applicability in computer vision and image processing requires significant research on the specific utilizations of these technologies.

Название: Probabilistic Machine Learning: An Introduction
Автор: Murphy K.P.
Издательство: The MIT Press
Год: 2021
Страниц: 863
Язык: английский
Формат: pdf (true)
Размер: 72.4 MB

A comprehensive introduction to Machine Learning that uses probabilistic models and inference as a unifying approach. Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and Deep Learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms.

Название: Решение сложных задач на С++. 87 головоломных примеров (задач) с решениями
Автор: Саттер Г.
Издательство: М.: Вильямс
Год: 2008
Cтраниц: 380
Формат: pdf
Размер: 13 мб
Язык: русский

В данном издании объединены две широко известные профессионалам в области программирования на языке C++ книги Герба Саттера Exceptional C++ и More Exceptional C++, входящие в серию книг C++ In-Depth, редактором которой является Бьерн Страуструп, создатель языка C++. Материал этой книги составляют переработанные задачи серии Guru of the Week, рассчитанные на читателя с достаточно глубоким знанием языка C++, однако данная книга будет полезна каждому, кто хочет углубить свои знания в этой области.

Название: SAP SuccessFactors Talent: Volume 2: A Complete Guide to Configuration, Administration, and Best Practices
Автор: Susan Traynor, Michael A. Wellens, Venki Krishnamoorthy
Издательство: Apress
Год: 2021
Формат: true pdf/epub
Страниц: 436
Размер: 32.8 Mb
Язык: English

Take an in-depth look at SAP SuccessFactors talent modules with this complete guide to configuration, administration, and best practices. This two-volume series follows a logical progression of SAP SuccessFactors modules that should be configured to complete a comprehensive talent management solution. The authors walk you through fully functional simple implementations in the primary chapters for each module before diving into advanced topics in subsequent chapters.

Название: ReRAM-based Machine Learning (Computing and Networks)
Автор: Hao Yu, Leibin Ni, Sai Manoj Pudukotai Dinakarrao
Издательство: The Institution of Engineering and Technology
Год: 2021
Формат: True PDF
Страниц: 260
Размер: 21.6 Mb
Язык: English

The transition towards exascale computing has resulted in major transformations in computing paradigms. The need to analyze and respond to such large amounts of data sets has led to the adoption of machine learning (ML) and deep learning (DL) methods in a wide range of applications.
One of the major challenges is the fetching of data from computing memory and writing it back without experiencing a memory-wall bottleneck. To address such concerns, in-memory computing (IMC) and supporting frameworks have been introduced. In-memory computing methods have ultra-low power and high-density embedded storage. Resistive Random-Access Memory (ReRAM) technology seems the most promising IMC solution due to its minimized leakage power, reduced power consumption and smaller hardware footprint, as well as its compatibility with CMOS technology, which is widely used in industry.

Название: Computationally Intelligent Systems and their Applications (Studies in Computational Intelligence Book 950)
Автор: Jagdish Chand Bansal (Editor), Marcin Paprzycki (Editor), Monica Bianchini (Editor), Sanjoy Das (Editor)
Издательство: Springer
Год: 2021
Формат: true pdf/epub
Страниц: 171
Размер: 19 Mb
Язык: English

This book covers all core technologies like neural networks, fuzzy systems, and evolutionary computation and their applications in the systems. Computationally intelligent system is a new concept for advanced information processing. The objective of this system is to realize a new approach for analyzing and creating flexible information processing of sensing, learning, recognizing, and action taking.