Название: Understand, Manage, and Prevent Algorithmic Bias: A Guide for Business Users and Data Scientists
Автор: Tobias Baer
Издательство: Apress
Год: 2019
Страниц: 240
Язык: английский
Формат: pdf (true), rtf, azw3, epub
Размер: 10.1 MB

Алгоритм - это друг или враг? Человеческий разум сотворен эволюцией так, чтобы использовать короткие пути для выживания. Мы спешим с выводами, потому что наш мозг хочет сохранить нас в безопасности. Большинство наших предубеждений работают в нашу пользу, например, когда мы чувствуем, что автомобиль опасно ускоряется в нашем направлении - мы немедленно двигаемся, или когда мы решаем не кусать еду, которая, кажется, испортилась. Тем не менее, пристрастность отрицательно влияет на рабочую среду и принятие решений, касающихся наших сообществ. Хотя создание алгоритмов и машинное обучение пытаются устранить предвзятость, они, в конце концов, созданы людьми и, таким образом, подвержены тому, что мы называем алгоритмическим отклонением.

Название: Machine Learning with Microsoft Technologies: Selecting the Right Architecture and Tools for Your Project
Автор: Leila Etaati
Издательство: Apress
Год: 2019
Формат: true pdf/epub
Страниц: 365
Размер: 51.9 Mb
Язык: English

Know how to do machine learning with Microsoft technologies. This book teaches you to do predictive, descriptive, and prescriptive analyses with Microsoft Power BI, Azure Data Lake, SQL Server, Stream Analytics, Azure Databricks, HD Insight, and more.
The ability to analyze massive amounts of real-time data and predict future behavior of an organization is critical to its long-term success. Data science, and more specifically machine learning (ML), is today’s game changer and should be a key building block in every company’s strategy.

Название: React Native for Mobile Development: Harness the Power of React Native to Create Stunning iOS and Android Applications Second Edition
Автор: Akshat Paul, Abhishek Nalwaya
Издательство: Apress
Год: 2019
Формат: true pdf/epub
Страниц: 235
Размер: 12 Mb
Язык: English

Develop native iOS and Android apps with ease using React Native. Learn by doing through an example-driven approach, and have a substantial running app at the end of each chapter. This second edition is fully updated to include ES7 (ECMAScript 7), the latest version of React Native (including Redux), and development on Android.

Название: Advances in Computer Games: 15th International Conferences, ACG 2017
Автор: Mark H.M. Winands and H. Jaap van den Herik
Издательство: Springer
Год: 2018
Формат: PDF
Размер: 17 Мб
Язык: английский / English

This book constitutes the refereed conference proceedings of the 15th International Conference, ACG 2017, held in Leiden, The Netherlands, in July 2017.The 19 revised full papers were selected from 23 submissions and cover a wide range of computer games. They are grouped in four classes according to the order of publication: games and puzzles, go and chess, machine learning and MCTS, and gaming.

Название: Advanced Biometrics
Автор: David Zhang and Guangming Lu
Издательство: Springer
Год: 2017
Формат: PDF
Размер: 14 Мб
Язык: английский / English

This book describes a range of new biometric technologies, such as high-resolution fingerprint, finger-knuckle-print, multi-spectral backhand, 3D fingerprint, tongueprint, 3D ear, and multi-spectral iris technologies. Further, it introduces readers to efficient feature extraction, matching and fusion algorithms, in addition to developing potential systems of its own. These advanced biometric technologies and methods are divided as follows: 1. High-Resolution Fingerprint Recognition; 2. Finger-Knuckle-Print Verification; 3. Other Hand-Based Biometrics; and 4. New Head-Based Biometrics.

Название: The GameMaker Standard
Автор: David Vinciguerra and Andrew Howell
Издательство: Focal Press
Год: 2015
Формат: PDF
Размер: 16 Мб
Язык: английский / English

This book teaches students and entry-level novices how to create games using the GameMaker engine. Readers will quickly hone their design skills with tutorials that are written so that beginners can quickly start building games while also providing lessons on how designers can ‘level up’ and add advanced options to their games. Readers will also have access to a website containing all the assets and resources to create their games, including sprites and animations, walk-through video tutorials of each lesson and music composed by professional musicians. Also provided are rubrics for instructors to use when grading student work or for readers learning on their own to evaluate their own work.

Название: Automated Reasoning for Systems Biology and Medicine
Автор: Pietro Lio, Paolo Zuliani
Издательство: Springer
Год: 2019
Страниц: 471
Язык: английский
Формат: pdf (true)
Размер: 16.3 MB

The first dedicated volume on formal reasoning techniques applied to medical systems, including personalized medicine. Includes novel contributions on automated reasoning, formal methods, and verification by internationally leading researchers. Features state-of-the-art research, including chapters on Machine Learning (ML) and Artificial Intelligence (AI) applications. This book presents outstanding contributions in an exciting, new and multidisciplinary research area: the application of formal, automated reasoning techniques to analyse complex models in systems biology and systems medicine. Automated reasoning is a field of computer science devoted to the development of algorithms that yield trustworthy answers, providing a basis of sound logical reasoning.

Название: Human Activity Recognition and Behaviour Analysis: For Cyber-Physical Systems in Smart Environments
Автор: Liming Chen, Chris D. Nugent
Издательство: Springer
Год: 2019
Страниц: 268
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

The book first defines the problems, various concepts and notions related to activity recognition, and introduces the fundamental rationale and state-of-the-art methodologies and approaches. It then describes the use of Artificial Intelligence (AI) techniques and advanced knowledge technologies for the modelling and lifecycle analysis of human activities and behaviours based on real-time sensing observations from sensor networks and the Internet of Things (IoT). It also covers inference and decision-support methods and mechanisms, as well as personalization and adaptation techniques, which are required for emerging smart human-machine pervasive systems, such as self-management and assistive technologies in smart healthcare. Each chapter includes theoretical background, technological underpinnings and practical implementation, and step-by-step information on how to address and solve specific problems in topical areas.

Название: Artificial Intuition: The Improbable Deep Learning Revolution
Автор: Carlos E Perez
Издательство: CreateSpace Independent Publishing Platform
ISBN: 1983895644
Год: 2018
Страниц: 394
Язык: английский
Формат: epub, pdf (conv)
Размер: 10.9 MB

I challenge you to find a field as interesting and exciting as Deep Learning. This book is a spin-off from my previous book "The Deep Learning AI Playbook". The Playbook was meant for a professional audience. This is targeted to a much wider audience. There are two kinds of audiences, those looking to explore and those looking to optimize. There are two ways to learn, learning by exploration and learning by exploitation. This book is about exploration into the emerging field of Deep Learning. It's more like a popular science book and less of a business book. It's not going to provide any practical advice of how to use or deploy Deep Learning. However, it's a book that will explore this new field in many more perspectives.

Название: TinyML: Machine Learning with TensorFlow on Arduino, and Ultra-Low Power Micro-Controllers (Early Release)
Автор: Pete Warden, Daniel Situnayake
Издательство: O'Reilly Media
Год: 2019
Формат: epub/mobi/pdf(conv.)
Размер: 3 Mb
Язык: English

Neural networks are getting smaller. Much smaller. The OK Google team, for example, has run machine learning models that are just 14 kilobytes in size—small enough to work on the digital signal processor in an Android phone. With this practical book, you’ll learn about TensorFlow Lite for Microcontrollers, a miniscule machine learning library that allows you to run machine learning algorithms on tiny hardware.