Название: Practicing Trustworthy Machine Learning: Consistent, Transparent, and Safe AI Pipelines (Second Early Release)
Автор: Yada Pruksachatkun, Matthew McAteer, Subhabrata Majumdar
Издательство: O’Reilly Media, Inc.
Год: 2022-10-14
Страниц: 313
Язык: английский
Формат: epub (true), mobi
Размер: 47.3 MB

With the increasing use of AI in high-stakes domains such as medicine, law, and defense, organizations spend a lot of time and money to make ML models trustworthy. Many books on the subject offer deep dives into theories and concepts. This guide provides a practical starting point to help development teams produce models that are secure, more robust, less biased, and more explainable. This book is written for anyone who is currently working with Machine Learning models and wants to be sure that the fruits of their labor will not cause unintended harm when released into the real world. The primary audience of the book are engineers and data scientists who have some familiarity with Machine Learning. Parts of the book should be accessible to non-engineers, such as product managers and executives with a conceptual understanding of ML. Some of you may be building ML systems that make higher-stakes decisions than they encountered in your previous job or in academia. We assume you are are familiar with the very basics of deep learning, and Python for the code samples.

Название: Frontend Development: The Ultimate Guide
Автор: Sufyan bin Uzayr
Издательство: CRC Press
Год: 2023
Страниц: 179
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Frontend development is the process of creating user-interactive components. User interfaces, buttons, user-entered data, webpages, and user experience (UX) features are all examples of frontend development. User experience is the primary focus of frontend development. The essential foundations of frontend web development have always been HTML, CSS, and jаvascript. jаvascript is a text-based, interpreted programming or scripting language that enables us to add advanced functionality to any web page. jаvascript is incredibly lightweight and is mostly used for scripting web pages. It is also used to build web applications that interact with the client without reloading the page every time. jаvascript was mainly designed for creating network-centric applications. It is open as well as a cross-platform programming language.

Название: Adversarial Robustness for Machine Learning
Автор: Pin-Yu Chen, Cho-Jui Hsieh
Издательство: Academic Press/Elsevier
Год: 2023
Страниц: 300
Язык: английский
Формат: pdf (true), epub
Размер: 31.9 MB

Adversarial Robustness for Machine Learning summarizes the recent progress on this topic and introduces popular algorithms on adversarial attack, defense and verification. Sections cover adversarial attack, verification and defense, mainly focusing on image classication applications which are the standard benchmark considered in the adversarial robustness community. Other sections discuss adversarial examples beyond image classification, other threat models beyond testing time attack, and applications on adversarial robustness. For researchers, this book provides a thorough literature review that summarizes latest progress in the area, which can be a good reference for conducting future research. In addition, the book can also be used as a textbook for graduate courses on adversarial robustness or trustworthy Machine Learning. While Machine Learning (ML) algorithms have achieved remarkable performance in many applications, recent studies have demonstrated their lack of robustness against adversarial disturbance.

Название: Swarm Intelligence Optimization: Algorithms and Applications
Автор: Abhishek Kumar, Pramod Singh Rathore
Издательство: Wiley-Scrivener
Год: 2021
Страниц: 354
Язык: английский
Формат: pdf (true)
Размер: 17.96 MB

Resource optimization has always been a thrust area of research, and as the Internet of Things (IoT) is the most talked about topic of the current era of technology, it has become the need of the hour. Therefore, the idea behind this book was to simplify the journey of those who aspire to understand resource optimization in the IoT. To this end, included in this book are various real-time/offline applications and algorithms/case studies in the fields of engineering, Computer Science, information security, and cloud computing, along with the modern tools and various technologies used in systems, leaving the reader with a high level of understanding of various techniques and algorithms used in resource optimization. Swarm intelligence is the subject that deals with natural and artificial structures composed of many people that coordinate the usage of decentralized manage and self-organization. In particular, the discipline specializes in the collective behaviors that end result from the local interactions of the people with each different and with their environment. Examples of structures studied by using swarm intelligence are colonies of ants and termites, colleges of fish, flocks of birds, and herds of land animals.

Название: Handbook on Artificial Intelligence-Empowered Applied Software Engineering: Vol.1-2
Автор: Maria Virvou, George A. Tsihrintzis, Nikolaos G. Bourbakis
Издательство: Springer
Серия: Artificial Intelligence-Enhanced Software and Systems Engineering
Год: 2022
Страниц: 342+209
Язык: английский
Формат: pdf (true)
Размер: 21.6 MB

Significant current research efforts are devoted to the efficient incorporation of Artificial Intelligence (AI) enhancements into software and the empowerment of software with Artificial Intelligence. The goal of this research is dual: (i) to develop algorithms, mechanisms, methodologies, and procedures that allow software to learn and evolve (i.e., to become better, user-friendlier and more efficient at performing specific tasks), either on its own or with the help of a supervisor/instructor, and (ii) to enhance the whole Software Engineering process, including the use of Artificial Intelligence to (at least partially) automate software development, and reflect the incorporation of knowledge engineering and knowledge acquisition, prototyping and rapid application development of intelligent software modules.

Название: Data Analysis with Machine Learning for Psychologists: Crash Course to Learn Python 3 and Machine Learning in 10 hours
Автор: Chandril Ghosh
Издательство: Springer
Год: 2022
Страниц: 169
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

The power of data drives the digital economy of the 21st century. It has been argued that data is as vital a resource as oil was during the industrial revolution. An upward trend in the number of research publications using machine learning in some of the top journals in combination with an increasing number of academic recruiters within psychology asking for Python knowledge from applicants indicates a growing demand for these skills in the market.

Название: Terraform Cookbook: Recipes for Codifying Infrastructure (2nd Early Release)
Автор: Kerim Satirli, Taylor Dolezal
Издательство: O’Reilly Media, Inc.
Год: 2022-10-17
Язык: английский
Формат: epub (true), mobi
Размер: 10.2 MB

If you want to save time and avoid pitfalls when working with Terraform and the HashiCorp Configuration Language (HCL), this easy-to-use cookbook gives you battle-tested, step-by-step recipes to help you deploy with confidence across all of your infrastructure stacks. Each recipe includes self-contained code solutions that you can freely use, along with a discussion of how and why they work. Terraform comes standard with an extensive library of built-in functions. Available in any Terraform file (including modules) and the Terraform Console, functions can validate, combine format, and transform data. Functions are integral to creating reusable and less error-prone infrastructure by allowing for a more complex definition of your infrastructure as code.

Название: Python for Finance and Algorithmic Trading, 2nd Edition
Автор: Lucas Inglese
Издательство: Quantreo
Год: 2022
Страниц: 325
Язык: английский
Формат: epub, mobi
Размер: 10.8 MB

The book presents the benefits of portfolio management, statistics and machine learning applied to live trading with MetaTrader™ 5. This second version has allowed us to tweak some points of the existing chapters but especially to add 3 new chapters based on your feedbacks of the first version. So I am proud to offer you 3 new chapters: "Advanced backtest methods", ”Features and target engineering" and ”From nothing to a live trading bot". The financial sector is undergoing significant restructuring. Traders and portfolio managers are increasingly becoming financial data scientists. Banks, hedge funds, and fintech are automating their investments by integrating Machine Learning and Deep Learning algorithms into their decision-making process. This book presents the benefits of portfolio management, statistics, and Machine Learning applied to live trading with MetaTrader 5. We will talk about the deep neural network DNN, or artificial neural network ANN. Deep learning is a field of Machine Learning which uses the most powerful algorithms.

Название: Bayesian Analysis with Excel and R (Rough Cuts)
Автор: Conrad G. Carlberg
Издательство: Pearson Education, Inc.
Год: 2023
Страниц: 185
Язык: английский
Формат: epub (true), mobi
Размер: 15.8 MB

ing Excel analytics skills and experience, Microsoft Excel MVP Conrad Carlberg helps you make the most of Excel’s Bayesian capabilities and move toward R to do even more. Step by step, with real-world examples, Carlberg shows you how to use Bayesian analytics to solve a wide array of real problems. Carlberg clarifies terminology that often bewilders analysts, provides downloadable Excel workbooks you can easily adapt to your own needs, and offers sample R code to take advantage of the rethinking package in R and its gateway to Stan. As you incorporate these Bayesian approaches into your analytical toolbox, you’ll build powerful competitive advantage for your organization-and yourself.

Название: Amazon Web Services in Action, Third Edition: An in-depth guide to AWS (MEAP v7)
Автор: Andreas Wittig, Michael Wittig
Издательство: Manning Publications
Год: 2022
Страниц: 407
Язык: английский
Формат: pdf (true)
Размер: 39.3 MB

This bestselling guide reveals best practices for security, high availability, and scalability on AWS, the world’s most popular cloud. It’s packed with techniques for automating your deployment, management, and even your infrastructure using Infrastructure as Code. Amazon Web Services in Action: An in-depth guide to AWS has helped thousands of developers succeed with the AWS cloud. This hands-on guide gives a complete introduction to computing, storage, and networking, along with best practices for all core AWS services.