Wydawca: Packt Publishing
Amita Kapoor, Sharmistha Chatterjee
AI algorithms are ubiquitous and used for tasks, from recruiting to deciding who will get a loan. With such widespread use of AI in the decision-making process, it’s necessary to build an explainable, responsible, transparent, and trustworthy AI-enabled system. With Platform and Model Design for Responsible AI, you’ll be able to make existing black box models transparent.You’ll be able to identify and eliminate bias in your models, deal with uncertainty arising from both data and model limitations, and provide a responsible AI solution. You’ll start by designing ethical models for traditional and deep learning ML models, as well as deploying them in a sustainable production setup. After that, you’ll learn how to set up data pipelines, validate datasets, and set up component microservices in a secure and private way in any cloud-agnostic framework. You’ll then build a fair and private ML model with proper constraints, tune the hyperparameters, and evaluate the model metrics.By the end of this book, you’ll know the best practices to comply with data privacy and ethics laws, in addition to the techniques needed for data anonymization. You’ll be able to develop models with explainability, store them in feature stores, and handle uncertainty in model predictions.
Platform Engineering for Architects. Crafting modern platforms as a product
Max Körbächer, Andreas Grabner, Hilliary Lipsig
As technology evolves, IT talent shortages and system complexity make it essential to have structured guidance for building scalable, user-focused platforms. This book provides platform engineers and architects with practical strategies to develop internal development platforms that enhance software delivery and operations.You’ll learn how to identify end users, understand their needs, and define platform goals with a focus on self-service solutions for cloud-native environments. Using real-world examples, the book demonstrates how to build platforms within and for the cloud, leveraging Kubernetes. It also explores the benefits of a product-centric approach to platform engineering, emphasizing early end-user involvement and flexible design principles that adapt to future requirements.Additionally, the book covers techniques for maintaining a sustainable platform while minimizing technical debt. By the end, you’ll have the knowledge to design, define, and implement platform capabilities that align with your organization’s goals.
Michael Fleischauer
With the PlayStation¬ÆMobile SDK you can create stunning games for the PlayStation¬ÆVita and PlayStation‚ѢCertified devices (PS Certified devices). It includes everything you need to get started, including an IDE for developing your code and even an emulator to test your creations.PlayStation¬ÆMobile Development Cookbook| is an exciting and practical collection of recipes that help you make the most of this exciting new platform. It provides you with everything you need to create complete 2D or 3D games and applications that fully unlock the potential of the SDK.After quickly covering the basics, you'll learn how to utilize input sources like touch, gamepads, and motion controls, and then move on to more advanced content like creating and animating 2D graphics, networking, playing sound effects and music, adding physics, and then finally jumping into the world of 3D.
Liam Bee
With automation requirements on the rise, Siemens’ TIA Portal development environment is almost a necessity for any automation engineer. The Totally Integrated Automation (TIA) environment helps seamlessly integrate all things automation, from PLC hardware and software design to HMI development. This book helps you understand the tools available in the TIA toolbox and shows you how to write code effectively.The book begins by introducing you to the TIA environment, covering the layout and tools available. Once you’ve got to grips with the environment, you’ll find out how to create hardware to write programs against, including adding IO modules and assigning memory for input and output. Next, you'll develop logic in all of the languages that TIA Portal offers, such as Ladder, Function Block Diagram, and Structured Text (SCL) (note that Statement List is not covered as a deprecated language), as well as the newest language, Cause and Effect (CEM). You’ll also discover how to store standard code in libraries, creating a version control system that is easy to manage and aids standard design. Finally, following the PLC design chapters, you’ll learn how to develop HMI applications in TIA Portal’s latest unified hardware.By the end of the book, you'll be well equipped to use all of the features that TIA Portal V17 offers.
PLCs for Beginners. An introductory guide to building robust PLC programs with Structured Text
M. T. White
With the rise of smart factories and advanced technology, the demand for PLC programmers with expertise beyond ladder logic is surging. Written by M.T. White, a seasoned DevOps engineer and adjunct CIS instructor, this guide offers insights from the author’s extensive experience in PLC and HMI programming across industries. This book introduces a fresh approach to PLC programming, preparing you for future automation challenges through computer science and text-based programming.Starting with the basic components of PLCs and their integration with other modules, this book gives you a clear understanding of system functionality and helps you master PLC program execution by learning about flow and essential components for effective programming. You'll understand program design with pseudocode and flowcharts, vital for planning programs, and cover Boolean logic intricacies, harnessing logical functions and truth tables for precise control statements. The book gives you a comprehensive grasp of Structured Text, its syntax and features crucial for efficient programming. The book also focuses on advanced topics like cybersecurity in PLC systems and leveraging generative AI (GenAI), such as ChatGPT, to enhance productivity.By the end of this book, you’ll be able to design real-world projects using pseudocode and flowcharts, and implement those designs in Structured Text.