Hardware

Deep Learning and XAI Techniques for Anomaly Detection. Integrate the theory and practice of deep anomaly explainability

Cher Simon

Despite promising advances, the opaque nature of deep learning models makes it difficult to interpret them, which is a drawback in terms of their practical deployment and regulatory compliance.Deep Learning and XAI Techniques for Anomaly Detection shows you state-of-the-art methods that’ll help you to understand and address these challenges. By leveraging the Explainable AI (XAI) and deep learning techniques described in this book, you’ll discover how to successfully extract business-critical insights while ensuring fair and ethical analysis.This practical guide will provide you with tools and best practices to achieve transparency and interpretability with deep learning models, ultimately establishing trust in your anomaly detection applications. Throughout the chapters, you’ll get equipped with XAI and anomaly detection knowledge that’ll enable you to embark on a series of real-world projects. Whether you are building computer vision, natural language processing, or time series models, you’ll learn how to quantify and assess their explainability.By the end of this deep learning book, you’ll be able to build a variety of deep learning XAI models and perform validation to assess their explainability.

Deep Learning: Practical Neural Networks with Java. Build and run intelligent applications by leveraging key Java machine learning libraries

Alan M. F. Souza, Fabio M. Soares,...

Machine learning applications are everywhere, from self-driving cars, spam detection, document search, and trading strategies, to speech recognitionStarting with an introduction to basic machine learning algorithms, this course takes you further into this vital world of stunning predictive insights and remarkable machine intelligence. This course helps you solve challenging problems in image processing, speech recognition, language modeling. You will discover how to detect anomalies and fraud, and ways to perform activity recognition, image recognition, and text. You will also work with examples such as weather forecasting, disease diagnosis, customer profiling, generalization, extreme machine learning and more. By the end of this course, you will have all the knowledge you need to perform deep learning on your system with varying complexity levels, to apply them to your daily work.The course provides you with highly practical content explaining deep learning with Java, from the following Packt books:1. Java Deep Learning Essentials 2. Machine Learning in Java3. Neural Network Programming with Java, Second Edition

Democratizing RPA with Power Automate Desktop. Boost your productivity by implementing best practices for automating repetitive desktop processes

Peter Krause

Whether you want to organize simple files or perform more complex consolidations between different Office programs and remote-control applications that don't allow outside access, Power Automate Desktop helps meet these challenges. This book shows you how to leverage this workflow automation platform by explaining the underlying RPA concepts in a step-by-step way.You’ll start with simple flows that can be easily recorded and further processed using the built-in recorder. Later, you’ll learn how to use the more advanced actions to automate folder and file management and enable Office programs to interact with each other. You’ll also get to grips with integrating desktop flows into other cloud environments and further enhance their value using AI. As you progress, you’ll understand how flows can run unattended and how they are managed in the Power Platform, as well as key concepts such as creating, modifying, debugging, and error-handling UI flows. Finally, the book will guide you to use Process Automation Designer (PAD) in conjunction with your frequently used desktop systems to automate routine tasks.By the end of this book, you’ll have become a Power Automate Desktop expert, automating both professional and personal tasks.

Designing and Implementing Linux Firewalls and QoS using netfilter, iproute2, NAT and l7-filter. Learn how to secure your system and implement QoS using real-world scenarios for networks of all sizes

Lucian Gheorghe

Firewalls are used to protect your network from the outside world. Using a Linux firewall, you can do a lot more than just filtering packets. This book shows you how to implement Linux firewalls and Quality of Service using practical examples from very small to very large networks.After giving us a background of network security, the book moves on to explain the basic technologies we will work with, namely netfilter, iproute2, NAT and l7-filter. These form the crux of building Linux firewalls and QOS. The later part of the book covers 5 real-world networks for which we design the security policies, build the firewall, setup the script, and verify our installation.Providing only necessary theoretical background, the book takes a practical approach, presenting case studies and plenty of illustrative examples.

Designing Next Generation Web Projects with CSS3. A practical guide to the usage of CSS3 – a journey through properties, tools, and techniques to better understand CSS3

Sandro Paganotti

CSS3 unveils new possibilities for frontend web developers: things that would require JavaScript, such as animation and form validation, or even third party plugins, such as 3D transformations, are now accessible using this technology.Designing Next Generation Web Projects with CSS3 contains ten web projects fully developed using cutting edge CSS3 techniques. It also covers time saving implementation tips and tricks as well as fallback, polyfills, and graceful degradation approaches.This book draws a path through CSS3; it starts with projects using well supported features across web browsers and then it moves to more sophisticated techniques such as multi polyfill implementation and creating a zooming user interface with SVG and CSS. React to HTML5 form validation, target CSS rules to specific devices, trigger animations and behavior in response to user interaction, gain confidence with helpful tools like SASS, learn how to deal with old browsers and more.Designing Next Generation Web Projects with CSS3 is a helpful collection of techniques and good practices designed to help the implementation of CSS3 properties and features.

Developing Microsoft Dynamics GP Business Applications. If you want a thoroughly practical guide to developing business applications with Microsoft Dynamics GP, this is the book for you. Its hands-on approach will have you developing or customizing in no time

Leslie Vail

Microsoft Dynamics GP is a sophisticated Enterprise Resource Planning (ERP) application with a multitude of features and options. Microsoft Dynamics GP can also be used to develop dynamic, mission critical applications.In Developing Microsoft Dynamics GP Business Applications you will learn how to create and customize Dynamics GP Applications. This hands-on guide will take you through the initial steps of setting up a development environment through to customizing and developing an example application using tools such as Dexterity, VSTools and sanScript.Developing Microsoft Dynamics GP Business Applications will take you through the complex steps of creating and customizing Microsoft Dynamics GP applications. Starting with an overview of Microsoft Dynamics GP architecture you'll then move onto setting up your development environment.You will learn how to make your application come to life with Dexterity and sanScript. You will create table operations and ranges as well as object triggers to make powerful and practical business applications. You will deploy your Dexterity solution before moving onto customization with Modifier and VBA.This book will also take you through ways of enhancing and extending your application without code using the SmartList Builder and Excel Report Builder. Using these highly flexible tools you'll be able to create data connections that will increase the usability and functionality of your ERP applications.

Developing Robust Date and Time Oriented Applications in Oracle Cloud. A comprehensive guide to efficient date and time management in Oracle Cloud

Michal Kvet

Proper date and time management is critical for the development and reliability of Oracle Databases and cloud environments, which are among the most rapidly expanding technologies today. This knowledge can be applied to cloud technology, on premises, application development, and integration to emphasize regional settings, UTC coordination, or different time zones. This practical book focuses on code snippets and discusses the existing functionalities and limitations, along with covering data migration to the cloud by emphasizing the importance of proper date and time management.This book helps you understand the historical background and evolution of ANSI standards. You’ll get to grips with data types, constructor principles, and existing functionalities, and focus on the limitations of regional parameters and time zones, which help in expanding business to other parts of the world. You’ll also explore SQL injection threats, temporal database architecture, using Flashback Technology to reconstruct valid database images from the past, time zone management, and UTC synchronization across regions.By the end of this book, you’ll be able to create and manage temporal systems, prevent SQL injection attacks, use existing functionalities and define your own robust solutions for date management, and apply time zone and region rules.

Diagnostyka i naprawa płyt głównych laptopów

Sebastian Kiek

Spośród usterek występujących w laptopach naprawa płyt głównych jest prawdopodobnie najtrudniejszą dziedziną. Wiele serwisów nie wykonuje takich napraw oferując wymianę płyty głównej na sprawną. Taki sposób postępowania często nie jest korzystny dla klienta - niepotrzebnie zwiększa koszty naprawy, zwłaszcza w przypadkach prostych i stosunkowo niedrogich w naprawie usterek płyty głównej. Inspiracją do powstania niniejszej publikacji były często padające pytania o lekturę na temat diagnostyki i naprawy płyt głównych. Dla kogo przeznaczona jest ta książka? Przede wszystkim dla osób znających podstawy elektroniki, chcących poszerzyć swoją wiedzę w kierunku diagnostyki i napraw płyt głównych. Nie ma tu porad typu „włóż płytę do piekarnika”, „potraktuj chip opalarką lub palnikiem”. Tego typu metody popularne np. na znanym portalu z filmami często powodują nieodwracalne uszkodzenia płyty głównej. Nawet jeśli taka „naprawa” przyniesie skutek – będzie on krótkotrwały. Omówione zostały na praktycznych przykładach różne kategorie usterek wraz ze sposobami ich diagnozowania oraz usuwania (naprawy).