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This comprehensive guide teaches you how to build income statement (P&L) semantic models. Author Chris Barber, a BI consultant, Microsoft MVP, and chartered accountant (CGMA, ACMA), helps you master everything you need to know, from building conceptual models to writing DAX. You will learn how to build a re-usable solution based on the trial balance and expand upon this to slice-and-dice the income statement from multiple perspectives. You will also learn about security and self-service considerations, including how to optimize your semantic model for Excel.What You Will LearnModelling and the income statement: What modelling the income statement entails, why it is important, and how income statements are constructedMeasuring line-items on the income statement: How to optimally calculate line-items using a Star SchemaProducing the external income statement: How to produce external income statements in theirentirety, by analyzing a range of perspectives and drilling in to reveal the underlying accounts and journal entriesExtending the income statement for internal reporting: How to create multiple income statement layouts and contextualize financial information by including percentages and non-financial informationOptimize the semantic model for self-service Who This Book Is ForTechnical users (solution architects, Power BI developers) struggling to produce income statement semantic models due to complex modeling requirements and requisite knowledge of the accounting process; and finance users producing income statements in Excel, but reaching the limitations of row count, inability to automatically update, or ability to secure appropriately using two-factor authentication
Embark on a transformative journey into the nuances of API design and implementation. This comprehensive guide will equip you with the prowess to craft APIs that exemplify excellence, optimize performance, fortify security, and elevate user experience.From grasping the core tenets of REST architecture to navigating diverse frameworks like Node.js with Express, Ruby on Rails, Django, Laravel with PHP, ASP.NET Core with C#, and Spring Boot with Java, this compendium empowers you to create APIs that set new industry benchmarks. In-depth tutorials will empower you to master data serialization, robust authentication protocols, and impervious security measures. This book also delves into the more advanced topics encompassing API governance, meticulous versioning strategies, cross-origin resource sharing (CORS) considerations, real-time capabilities, and microservices communication intricacies. You'll gain insights into vigilant monitoring, astute analytics, and optimization techniques that truly di¿erentiate your APIs. Moreover, this book navigates the ever-evolving legal and privacy landscape confidently, ensuring compliance and upholding user trust, and provides the expertise needed to craft more efficient APIs that stand at the forefront of modern digital innovation. Presenting real-world case studies, comprehensive explanations, and practical illustrations, Mastering REST APIs is your compass to navigate the complex world of web development. What You'll LearnREST architectures and how it shapes modern API development.Effectively develop and build APIs using a diverse set of web development frameworksDive into advanced topics such as API governance, real-time features, microservices communication.Review real-world case studies and hands-on examples, helping you to actively design, implement and optimize APIs.Who This book Is ForExperienced web developers, software engineers, and tech enthusiasts who are looking to supercharge their API development knowledge and take it to the next level
Examine the synergistic possibilities of combining blockchain, IoT, and AI technologies in supply chain management. This book will address the difficulties and possibilities of integrating these technologies and offer helpful implementation advice.The current state of supply chain management involves several challenges, including lack of transparency, limited visibility into product movements, inefficient inventory management, and difficulty in tracking and tracing products. Blockchain, IoT, and AI can potentially address some of these challenges and improve supply chain management.To help illustrate this, case studies and actual instances of businesses implementing or experimenting with blockchain, IoT, and AI technology in their supply chains are included in the book. Yoüll review helpful advice on implementation and highlight successful deployments, lessons learned, and the impact of these technologies on supply chain visibility, agility, sustainability, and customer experience. This book further elaborates the fundamental concepts of AI and ML algorithms and demonstrates how AI can process enormous volumes of supply chain data to produce actionable insights, improve inventory control, forecast demand, and increase forecasting precision.This collective work will serve as a comprehensive guide for supply chain professionals, researchers, and technology enthusiasts interested in understanding the potential of blockchain, IoT, and AI technologies in revolutionizing supply chain management practices.What You Will LearnDiscuss the evolving landscape of technology, potential advancements, and how Blockchain, IoT, and AI can shape the future of supply chainsGain Insight into upcoming developments and prepare for changing dynamics of the industryUnderstand intricate details of blockchain, IoT, and AI Technologies in real-life scenariosWho Is This Book ForIndustry Professionals working in the domain of supply chain management who would be interested in understanding how these technologies can enhance efficiency, transparency, and optimization in their supply chains.
Maximize Figmäs arsenal of tools and plugins within a team-based collaborative environment and accelerate your company¿s decision making. This book will show you where Figma fits into the user experience (UX) design process from documentation to developer handoff.Since its release as a browser-based design tool in 2016, Figma has fast become the de facto UX Design tool for the industry mainly due to its accessibility and ease of use. As you move through the book you will learn where Figma fits in the UX process. For example, using FigJam (an online whiteboard) for brainstorming, and creating interactive prototypes for mobile devices, tablets, and web sites. Yoüll also see how Figma is used to create and integrate with design systems, and how variables, when applied to design system components, can accelerate the design and development workflow.With the help of step-by-step examples, and using Figmäs tools and templates, yoüll create artifacts such as Flow and Journey diagrams, Personas, and wireframes. From there you will explore other design and interactivity features, and how to prepare a Figma file for handoff to a development team.This book is your roadmap to utilizing Figma, the industry¿s fastest growing collaborative design tool for building meaningful products.What You Will Learn Create interactive prototypes Test and submit designs for team review Understand the collaborative workflow involved in an UX project Prepare common UX documentationWho This Book Is ForDesigners, developers, and UX specialists with little-to-no Figma experience who are looking to integrate it within their workflows, and intermediate Figma users who are just starting to become involved in the collaborative UX workflow.
Explore the capabilities of ChatGPT and gain insight on how to utilize this AI tool in your daily tasks, and marketing endeavors. This book introduces ChatGPT, covering its architecture, training process, and applications across various fields.Start by delving into the benefits of integrating ChatGPT into everyday routines, emphasizing its potential to streamline tasks, optimize time management, and provide valuable insights that can revolutionize individuals¿ work approaches. You'll then look more closely at ChatGPT¿s mechanics, its capabilities, limitations, and unique features. The book also outlines the best practices for utilizing ChatGPT, offering practical tips, techniques, and strategies to enhance output quality and reliability, while minimizing errors and maximizing results.Yoüll focus on ChatGPT¿s relevance in marketing tasks, such as generating product descriptions, creating email templates, automating social media posts, and addressing customer inquiries. The book concludes by exploring techniques for marketing with ChatGPT, including integration with other tools, data analysis, reporting, and customizing ChatGPT to meet specific marketing needs. In the end, yoüll have the knowledge and skills needed to leverage ChatGPT¿s AI marketing capabilities and to harness its power for success in the digital age.What Yoüll Learn Understand the concepts and workings of ChatGPT, its architecture, and the training process Apply the best practices for ChatGPT Create email templates and automate social media posts using ChatGPT Use ChatGPT for data analysis and reportingWho This Book Is ForMarketing professionals, business owners and entrepreneurs, content creators, and customer service representatives
After decades of false starts, artificial intelligence (AI) is entering the mainstream of society. That is largely due to the rapid adoption of ChatGPT, a service that responds to almost any natural language question with cogent paragraphs. ChatGPT is the leading example of generative AI -- technology that creates original text, images, video and computer code based on uncovering patterns in training data. The book will explain how generative AI works and how much economic value it could create and will map out the industry value network. For each value network stage, the book will define the industry, estimate its size, growth rate, and profit potential, identify the most successful participants, and explain how they have achieved their success and where they will compete in the future. The book will conclude with a section on what investors and business leaders should do to make an informed decision on where to place their bets.What You Will LearnInsights on how best to assemble the resources ¿ whether by hiring a consultant or bringing on board a generative AI expert -- to build, train, and operate company specific generative AI applicationsHow management can brainstorm, evaluate and execute the right opportunitiesConcepts and processes to enable investors to place bets with the highest risk-adjusted returnsWho This Book is ForBusiness and enterprises seeking to get value from generative AI, current or potential suppliers of technology and services to companies that build generative AI, and venture capitalists and public equity investors seeking to make profitable bets on generative AI companies
Over the last decade, Lean-Agile principles have become the standard methodology by which product and technology teams operate. However, Lean-Agile was written for small companies seeking new markets to buy their innovative software products, not for an average corporation with a catalogue of existing software products that must be maintained and rebuilt. The typical tech-enabled business isn't a lean startup; it's¿a chunky corporate. This book offers an alternative software development methodology perfectly suited for chunky corporate product management. Yoüll quickly find out how individual players in the corporate organization impact business performance. Yoüll follow the story of Blake, a well-meaning but ultimately naive, CEO of a fictional company called Acme Tech. As he and Acme struggle to maintain business performance, it becomes apparent how embedded and complex his challenges are. Lean-Agile principles are regularly misapplied in the corporate environment, causing tension, missed deadlines, and inefficient working practices. Yoüll see that managing software transformation at a large, mature business requires a new set of tools. Popular development methodologies are not well-suited for the replatforming exercises that chunky corporates inevitably face. This book helps product and technology leaders navigate software development projects at organizations grappling with the constraints of investor ownership. ¿ Chunky corporates have a lot going for them: The Lean-Agile Dilemma reveals that, when managed well, they have the potential to be safe havens in a relentlessly unstable world. You will: Understand how replatforming differs from new product development Learn how to manage existing data when updating or building new software Gain tools to prioritize items in your overstuffed product roadmapWho This Book is ForProduct managers, product owners, product leadership, tech leadership, and business leaders at mature tech-enabled businesses.
This book focuses on the utilization of GoldenGate Services (GGS) in conjunction with a microservices architecture on the Oracle cloud (OCI), primarily for data migration and integration across various data sources and targets.The book begins with a practical example of utilizing GGS on a Marketplace VM, progressively advancing to in-depth discussions on implementing GoldenGate as a Service on OCI. The book offers illustrative guides for data replication between RDBMSs (such as Oracle, Postgres, and big data targets such as Kafka). Additionally, it explores monitoring techniques using Enterprise Manager and Grafana dashboards. A comparative analysis is presented between traditional VM-based GoldenGate installations and the OCI service model. Special attention is given to Zero Downtime Migration (ZDM) and leveraging GGS for database migration from on-premises to OCI. Some chapters address multi-cloud replication using OCI GGS and include real-life case studies.By the end of this book you will have gained comprehensive insights into the architectural design of GoldenGate Services and will be adept at replicating data using GGS, enabling you to replicate setups in your own environments.What You Will LearnSet up GoldenGate Services for high availability (HA), disaster recovery (DR), migration of data to cloud, and moving data into the data lake or lakehousePerform logical migration of data to the cloud using the ZDM tool (ZDM uses GoldenGate internally).Replicate data to big data targetsMonitor GGS using Enterprise Manager and GrafanaReplicate data in a multi-cloud environment Who This Book Is ForOracle database administrators who want to replicate data or use Oracle GoldenGate Services for migration and setup of high availability (HA) and disaster recovery (DR); and data engineers who want tobuild the data warehouse, data lake, data lakehouse to push data in near real-time
Embark on a transformative journey into the world of Pester and elevate your PowerShell scripting to new heights of robustness, reliability, and efficiency. This comprehensive beginner's guide provides a hands-on approach to PowerShell testing using Pester, empowering you to enhance your code quality with confidence.The book starts with an introduction to Pester, the powerful testing and mocking framework for PowerShell. You'll gain a solid foundation by exploring Pester's fundamental building blocks. The book guides you through the phases of Pester, helping you write your initial Pester code. You will dive into topics such as tags, assertions with Should and parameter filters, and you will explore advanced techniques such as Test Drive and Test Registry.You will discover the art of mocking in Pester and master its advanced testing methodologies. You will gain insights into working without installed modules and seamlessly integrating Pester with Azure DevOps Pipeline for a streamlined testing process.After reading this book, you will have the knowledge and skills to initiate your own exploration into PowerShell testing with Pester. You will transform your scripts into reliable powerhouses, ensuring the resilience and quality of your PowerShell code. What Will You LearnBuilding blocks and phases of PesterWriting effective Pester testsAssertions, mocking, and advanced testing techniquesIntegration with Azure DevOpsTags, code coverageWho This Book Is ForPowerShell scripters and Pester Framework beginners
The modern digital landscape presents many threats and opportunities, necessitating a robust understanding of cybersecurity. This book offers readers a broad-spectrum view of cybersecurity, providing insights from fundamental concepts to advanced technologies. Beginning with the foundational understanding of the ever-evolving threat landscape, the book methodically introduces many cyber threats. From familiar challenges like malware and phishing to more sophisticated attacks targeting IoT and blockchain, readers will gain a robust comprehension of the attack vectors threatening our digital world.Understanding threats is just the start. The book also delves deep into the defensive mechanisms and strategies to counter these challenges. Readers will explore the intricate art of cryptography, the nuances of securing both mobile and web applications, and the complexities inherent in ensuring the safety of cloud environments. Through meticulously crafted case studies tailored for each chapter, readers will witness theoretical concepts' practical implications and applications. These studies, although fictional, resonate with real-world scenarios, offering a nuanced understanding of the material and facilitating its practical application.Complementing the knowledge are reinforcement activities designed to test and solidify understanding. Through multiple-choice questions, readers can gauge their grasp of each chapter's content, and actionable recommendations offer insights on how to apply this knowledge in real-world settings. Adding chapters that delve into the intersection of cutting-edge technologies like A.I. and cybersecurity ensures that readers are prepared for the present and future of digital security. This book promises a holistic, hands-on, and forward-looking education in cybersecurity, ensuring readers are both knowledgeable and action-ready.What You Will Learn: The vast array of cyber threats, laying the groundwork for understanding the significance of cybersecurity.Various attack vectors, from malware and phishing to DDoS, giving readers a detailed understanding of potential threats.Delve into the psychological aspect of cyber threats, revealing how humans can be manipulated into compromising security.An in-depth look at how information is encrypted and decrypted to preserve its integrity and confidentiality.The essential techniques and technologies that safeguard data while it's being transferred across networks.Strategies and methods to protect online applications from threats.How to safeguard data and devices in an increasingly mobile-first world.Demystify the complexities of cloud environments, offering tools and strategies to ensure data safety.The science behind investigating and analyzing cybercrimes post-incident.How to assess system vulnerabilities and how ethical hacking can identifyweaknesses.Who this book is for: CISOs, Learners, Educators, Professionals, Executives, Auditors, Boards of Directors, and more.
This book is a comprehensive learning guide tailored for professionals who primarily work as non-coders within the Salesforce ecosystem. By providing clear and practical insights, it serves as a roadmap to inspire individuals, regardless of their coding background, to embark on a systematic journey towards acquiring programming skills while navigating the Salesforce platform. This understanding of programming fundamentals is not only valuable for professional growth but also to cover exam preparation for certification as a Salesforce Developer I. Because it includes materials and practical code examples specifically tailored to the exam preparation. In addition the book equips readers with the practical knowledge and confidence to leverage potential of Salesforce's capabilities.This book covers a range of important topics, including Salesforce platform fundamentals and architecture, automatization tools, Apex as a programming language with code examples like triggers, methods, SOQL, SOSL, testing, Lightning web components, deployment tools, and various other subjects, including declarative programming methods by using Flow. Many of these topics are interconnected with relevant code examples or explanations tailored for the Developer I exam as well.Due to retirement and replacement of Workflow and Process Builder with Flow as a more universally applicable declarative tool in recent releases, it is essential to offer an integrated understanding of this context in relation to Apex programmatic methods. It helps for a better understanding of choosing the right methods and tools in certain use cases. Additionally, it's important to provide code examples and explain the structure to help beginners grasp the new Lightning Web Components (LWC) framework as a separate part from the classic Apex methodology.What you will learnValuable insights into Salesforce Apex programming and Lightning Web Components in a straightforward and structured manner.Detailed explanations alongside numerous code examples tailored for non-coders.Salesforce platform fundamentals, the structure of Apex and Lightning Components, and declarative programming, alongside an overview of the capabilities provided by native Salesforce and additional tools. Who This Book is for: Based on estimates, Salesforce Developer Edition (available for free) has a user base of approximately three million individuals. This diverse group includes not only developers but also a significant number ofother users, such as certified Salesforce professionals who do not code. Included are administrators, consultants, marketers, and more. This audience is typically interested in various resources for preparing for the Developer I certification exam. Further, a substantial portion of additional user group comprises individuals who may not currently be assignedto Developer Edition but actively engaged with another Salesforce clouds and seeking additionalguidance and information.
This book is your comprehensive introduction to Project Helidon, Oracle's Java-based microservices framework for building cloud-native applications. The book introduces the two flavors of Helidon--Helidon SE and Helidon MP--and shows how to quickly build applications with each one. The book begins by placing the Helidon framework in context and explaining the MicroProfile and Jakarta EE specifications that underlie the building of microservices-based applications. From there, you will learn about the individual components of Helidon SE and Helidon MP, and you will see examples of building applications for both flavors, and for MicroProfile and Jakarta EE. Finally, the book shows how to convert Helidon applications from Java bytecode into native binaries for instant application startup and peak performance. What You Will LearnChoose correctly between Helidon SE and Helidon MPCreate starter applications using the Helidon SE and Helidon MP quick startsCreate server and client applications with Helidon SE componentsCreate a microservices-based application with the MicroProfile specificationsCreate a database application with the Jakarta NoSQL specificationGenerate native code with GraalVM for faster application startup timeWho This Book Is ForJava developers who create microservices applications; those interested in building such applications using the Helidon framework; and developers of microservices applications who want functionality such as native-image support through GraalVM, compatibility with MicroProfile, easy connectivity to database engines, and support for reactive development patterns
Master the art of automated testing using Selenium with Java in this comprehensive guide. Whether you're a beginner or an experienced tester, the book equips you with the knowledge and techniques to build robust and maintainable test suites, ensuring the quality and reliability of your web applications. This book starts introducing the basics of automated testing and the importance of Selenium. It then covers the setup and configuration of the Selenium WebDriver in Java, providing a solid foundation for your testing environment. You'll learn essential aspects of Selenium testing in Java, including working with different browsers, locating web elements using locators, and performing actions on them. From there, you'll explore how to handle dynamic web pages and effective wait mechanisms and verifications to ensure accurate and reliable test results. The book also guides you in setting up Selenium in Java for continuous integration and emphasizes best practices for test codeorganization and maintainability, such as the Page Object Model (POM) and structuring test suites effectively. By the end, you'll have the expertise to address advanced scenarios, such as working with iframes, and know how TestNG enhances Selenium automation, enabling structured tests, data-driven insights, and swift parallel executions. Throughout the book, you'll benefit from real-world examples and practical exercises that reinforce the concepts. The clear explanations and step-by-step guidance make it easy to follow along and apply the knowledge to your own testing projects. What You Will Learn Understand the fundamentals of automated testing and the role of Selenium in web application testing Set up the Selenium WebDriver in Java and configure the testing environment Work with different web browsers and their drivers to perform cross-browser testing Identify and locate web elements using various locators, such as IDs, class names, CSS selectors, and XPath expressions Perform actions on web elements, such as clicking buttons, entering text, submitting forms, and navigating through web pages Handle dynamic pages by implementing effective wait mechanisms, including implicit waits, explicit waits, and fluent waits Verify and assert expected conditions and outcomes using assertions and verification techniques provided by Selenium in Java Apply best practices for test code organization and maintainability, including using the Page Object Model (POM) design pattern Handle advanced scenarios, such as working with iframes, and elevating Selenium automation through TestNG's structured frameworks, data utilization, and parallel processing Who This Book For Software testers, quality assurance professionals, and developers interested in mastering automated testing with Selenium and Java. Suitable for various experience levels. Offers practical insights and techniques to automate web application testing accurately and reliably. Benefits testers, developers, and individuals familiar with Java and web testing, empowering them to write robust, maintainable test code and integrate Selenium seamlessly into their workflows.
Learn the principles of good software design and then turn those principles into great code. This book introduces you to software engineering -- from the application of engineering principles to the development of software. You'll see how to run a software development project, examine the different phases of a project, and learn how to design and implement programs that solve specific problems. This book is also about code construction -- how to write great programs and make them work. This new third edition is revamped to reflect significant changes in the software development landscape with updated design and coding examples and figures. Extreme programming takes a backseat, making way for expanded coverage of the most crucial agile methodologies today: Scrum, Lean Software Development, Kanban, and Dark Scrum. Agile principles are revised to explore further functionalities of requirement gathering. The authors venture beyond imperative and object-oriented languages, exploring the realm of scripting languages in an expanded chapter on Code Construction. The Project Management Essentials chapter has been revamped and expanded to incorporate "SoftAware Development" to discuss the crucial interpersonal nature of joint software creation. Whether you're new to programming or have written hundreds of applications, in this book you'll re-examine what you already do, and you'll investigate ways to improve. Using the Java language, you'll look deeply into coding standards, debugging, unit testing, modularity, and other characteristics of good programs. You Will Learn Modern agile methodologies How to work on and with development teams How to leverage the capabilities of modern computer systems with parallel programming How to work with design patterns to exploit application development best practices How to use modern tools for development, collaboration, and source code controls Who This Book Is For Early career software developers, or upper-level students in software engineering courses
This book teaches you how to evaluate a distributed system from the perspective of immutable objects. You will understand the problems in existing designs, know how to make small modifications to correct those problems, and learn to apply the principles of immutable architecture to your tools. Most software components focus on the state of objects. They store the current state of a row in a relational database. They track changes to state over time, making several basic assumptions: there is a single latest version of each object, the state of an object changes sequentially, and a system of record exists.This is a challenge when it comes to building distributed systems. Whether dealing with autonomous microservices or disconnected mobile apps, many of the problems we try to solve come down to synchronizing an ever-changing state between isolated components. Distributed systems would be a lot easier to build if objects could not change.After reading The Art of Immutable Architecture, you will come away with an understanding of the benefits of using immutable objects in your own distributed systems. You will learn a set of rules for identifying and exchanging immutable objects, and see a collection of useful theorems that emerges and ensures that the distributed systems you build are eventually consistent. Using patterns, you will find where the truth converges, see how changes are associative, rather than sequential, and come to feel comfortable understanding that there is no longer a single source of truth. Practical hands-on examples reinforce how to build software using the described patterns, techniques, and tools. By the end of the book, you will possess the language and resources needed to analyze and construct distributed systems with confidence. The assumptions of the past were sufficient for building single-user, single-computer systems. But as we expand to multiple devices, shared experiences, and cloud computing, they work against us. It is time for a new set of assumptions. Start with immutable objects, and build better distributed systems. What You Will LearnEvaluate a distributed system from the perspective of immutable objects Recognize the problems in existing designs, and make small modifications to correct them Start a new system from scratch, applying patternsApply the principles of immutable architecture to your tools, including SQL databases, message queues, and the network protocols that you already use Discover new tools that natively apply these principles Who This Book Is ForSoftware architects and senior developers. It contains examples in SQL and languages such as JavaScript and C#. Past experience with distributed computing, data modeling, or business analysis is helpful.
This guide covers the fundamental technical principles and various business applications of Generative AI for planning, developing, and evaluating AI-driven products. It equips you with the knowledge you need to harness the potential of Generative AI for enhancing business creativity and productivity.The book is organized into three sections: text-based, senses-based, and rationale-based. Each section provides an in-depth exploration of the specific methods and applications of Generative AI. In the text-based section, you will find detailed discussions on designing algorithms to automate and enhance written communication, including insights into the technical aspects of transformer-based Natural Language Processing (NLP) and chatbot architecture, such as GPT-4, Claude 2, Google Bard, and others. The senses-based section offers a glimpse into the algorithms and data structures that underpin visual, auditory, and multisensory experiences, including NeRF, 3D Gaussian Splatting, Stable Diffusion, AR and VR technologies, and more. The rationale-based section illuminates the decision-making capabilities of AI, with a focus on machine learning and data analytics techniques that empower applications such as simulation models, agents, and autonomous systems.In summary, this book serves as a guide for those seeking to navigate the dynamic landscape of Generative AI. Whether you're a seasoned AI professional or a business leader looking to harness the power of creative automation, these pages offer a roadmap to leverage Generative AI for your organization's success.What You Will LearnWhat are the technical elements that constitute the makeup of Generative AI products?What are the practical applications of Generative AI?How can algorithms be designed to automate and improve written communication?What are the latest Generative AI architectures and algorithms?Who This Book Is ForData scientists, data analysts, decision makers, and business executives interested in gaining an understanding of Generative AI products
Data science is expanding across industries at a rapid pace, and the companies first to adopt best practices will gain a significant advantage. To reap the benefits, decision makers need to have a confident understanding of data science and its application in their organization. This third edition delves into the latest advancements in AI, particularly focusing on large language models (LLMs), with clear distinctions made between AI and traditional data science, including AI's ability to emulate human decision-making. Author Stylianos Kampakis introduces you to the critical aspect of ethics in AI, an area of growing importance and scrutiny. The narrative examines the ethical considerations intrinsic to the development and deployment of AI technologies, including bias, fairness, transparency, and accountability. You'll be provided with the expertise and tools required to develop a solid data strategy that is continuously effective. Ethics and legal issues surrounding data collection and algorithmic bias are some common pitfalls that Kampakis helps you avoid, while guiding you on the path to build a thriving data science culture at your organization. This updated edition also includes plenty of case studies, tools for project assessment, and expanded content for hiring and managing data scientists. Data science is a language that everyone at a modern company should understand across departments. Friction in communication arises most often when management does not connect with what a data scientist is doing or how impactful data collection and storage can be for their organization. The Decision Maker's Handbook to Data Science bridges this gap and readies you for both the present and future of your workplace in this engaging, comprehensive guide. What You Will Learn Integrate AI with other innovative technologies Explore anticipated ethical, regulatory, and technical landscapes that will shape the future of AI and data scienceDiscover how to hire and manage data scientistsBuild the right environment in order to make your organization data-driven Who This Book Is For Startup founders, product managers, higher level managers, and any other non-technical decision makers who are thinking to implement data science in their organization and hire data scientists. A secondary audience includes people looking for a soft introduction into the subject of data science.
This book is a comprehensive guide for those navigating through the complexities of enterprise software development. For fresh graduates, transitioning from college projects to real-world applications can be overwhelming. This book acts as a roadmap, helping you bridge the gap and become industry-ready. It's like an intensive internship in book form, equipping readers with the skills and knowledge needed for modern tech roles.But it's not just for newcomers. Even experienced developers can get caught up in old routines and miss out on new tools and techniques. With the rise of AI and automation tools like ChatGPT and Copilot, the development landscape is rapidly changing. The core of "CodeMosaic" revolves around practical application. Using .NET, Angular, and other Microsoft technologies as foundational pillars, you'll embark on a hands-on journey. From understanding the basics to crafting a Global Events Dashboard, CodeMosaic offers a holistic learning experience. By the end, you won't just be a developer; you'll be well-equipped to tackle the challenges of today's digital world.What You'll LearnAgile methodologies and Azure DevOps for streamlined project management.Gain a thorough understanding of smart development from design to deployment.Master software development with .NET and Angular, along with effective version control using Git.Enhance your coding and design skills using GitHub Copilot, GPT technologies, and AI-driven prompt engineering.Who This Book Is For Experienced developers looking for new tools and techniques, and recent graduates, transitioning from college projects to real-world applications.
Gain a theoretical understanding to the most popular libraries in deep reinforcement learning (deep RL). This new edition focuses on the latest advances in deep RL using a learn-by-coding approach, allowing readers to assimilate and replicate the latest research in this field. New agent environments ranging from games, and robotics to finance are explained to help you try different ways to apply reinforcement learning. A chapter on multi-agent reinforcement learning covers how multiple agents compete, while another chapter focuses on the widely used deep RL algorithm, proximal policy optimization (PPO). You'll see how reinforcement learning with human feedback (RLHF) has been used by chatbots, built using Large Language Models, e.g. ChatGPT to improve conversational capabilities.You'll also review the steps for using the code on multiple cloud systems and deploying models on platforms such as Hugging Face Hub. The code is in Jupyter Notebook, which canbe run on Google Colab, and other similar deep learning cloud platforms, allowing you to tailor the code to your own needs. Whether it's for applications in gaming, robotics, or Generative AI, Deep Reinforcement Learning with Python will help keep you ahead of the curve.What You'll LearnExplore Python-based RL libraries, including StableBaselines3 and CleanRL Work with diverse RL environments like Gymnasium, Pybullet, and Unity MLUnderstand instruction finetuning of Large Language Models using RLHF and PPOStudy training and optimization techniques using HuggingFace, Weights and Biases, and Optuna Who This Book Is ForSoftware engineers and machine learning developers eager to sharpen their understanding of deep RL and acquire practical skills in implementing RL algorithms fromscratch.
Take a high-level tour of SAP oDATA integrations with frontend technologies like Angular using the SAP Mobile Services Platform. This book will give you a different perspective on executing SAP transactions on iOS using Angular instead of SAP-provided Fiori-based applications. You'll start by learning about SAP supply chain processes such as Goods Receipt, Transfer Posting, Goods Issue, and Inventory Search. You'll then move on to understanding the thought process involved in integrating SAP's backend (SAP ECC) with Angular iOS app using SAP Mobile Services running on SAP BTP. All this will serve as a guide tailored to SAP functional and technical consultants actively engaged in client-facing roles. You'll follow a roadmap for modernizing and streamlining supply chain operations by leveraging Angular iOS apps. Digital Transformation of SAP Supply Chain Processes provides the essential tools for businesses looking to stay competitive in today's technology-driven landscape. What You Will Learn Study the fundamental procedures to set up the Authorization Endpoint, Token Endpoint, and base URL within SAP Mobile Services.Manage attachments in mobile applications and store them in an external content repository. Gain proficiency in testing OData services using the POSTMAN API client with OAuth protocol.Acquire knowledge about the JSON messages, CORS protocol, and X-CSRF token exchange.Link Zebra Printers through the Zebra Native Printing app on iOS App to print SAP forms on mobile printers. Who This Book Is For SAP Consultants with an interest in the Digital Transformation of SAP Supply Chain Processes to iOS-based SAP transactions.
Take a 360 degree tour of the engineering manager's role and responsibilities. This book brings them to life with practical scenarios and references, and ensures their relevance to your daily work.From upkeeping technical skills, to managing people and stakeholders, to ensuring timely deliverables, the job of the engineering manager is fast-paced, complex, and often short on learning resources. Fear not, this book has you covered with tips on managing evolving processes, delivering impactful projects in a timely manner, setting goals and priorities among product and technical initiatives, and helping your team focus and deliver.The Complete Engineering Manager will leave you with a broader perspective and deeper skill set to apply to engineering management. What You Will LearnBuild a compelling roadmap with your product manager and set strategy, direction, and goals with your teamIdentify what's working and not working for your engineering teamEvolve your team's development, delivery, and technical processes to improve their efficiency Recognize priorities that matter the most for you, your team, and your organizationPrioritize aggressively between product and technical initiativeAdopt modern engineering management practices such as utilizing AIWho This Book is ForNew, aspiring, and experienced engineering managers who are looking for resources to address challenges in their role.
Technical debt is an often-overlooked problem that the software industry needs to take more seriously. All organizations are impacted by it, most wish that they had less of it, but need help in understanding the nature of the beast. This book aims to clear up any misconceptions and show you how to implement a sound technical debt management program to suit your company's needs.You'll learn the greatest challenge in solving the technical debt dilemma is not to find solutions to it, but rather to find solutions to the human and organizational issues that lead to that debt. For example, convincing senior stakeholders of the importance of addressing technical debt, getting stakeholders to acknowledge how their actions lead to unintentional debt, and enabling teams to prioritize technical debt over short-term goals. Therefore, this book is divided into three parts: defining technical debt, understanding technical debt, and tackling technical debt. It begins by explaining why technical debt should not be considered a technical problem, but rather a problem of how trade-off decisions are made. You'll then examine how making decisions using the affect heuristic, more commonly known as a "gut feeling," can lead to unnecessary technical debt, followed by some techniques for combating your vulnerability to this trap.Reducing your organization's level of technical debt is not easy. Taming Your Dragon will show you how to implement a technical debt management program.What You Will LearnReview a new paradigm that based on technical debt being a combination of trade-off problems and system problemsUnderstand the many ways that technical debt adversely affects an organization's ability to deliver IT changeCreate an effective process for addressing technical debtSee why analogies are importantWho This Book Is For Software teams supporting DevOps, managers, and other business stakeholders looking to implement a technical debt management program.
This book fills a vacuum in the market for high-quality information on a VMware vSphere system and offers a thorough introduction to VMware virtualization. Written for novices and those seeking more information about vSphere, this book walks you through its key concepts and technology, such as vSphere infrastructure creation, maintenance, and performance for beginners and advanced users.You'll take a step-by-step approach to guarantee you grasp the fundamental concepts and practical procedures required to construct and manage virtual machines in a VMware vSphere system. You'll explore the key components of vSphere with detail and explanation for each feature, including the hypervisor, networking, storage, and high availability, unravelling their intricacies and highlighting best practices.This book provides full VMware knowledge to develop, set up, and maintain vSphere environments that meet modern computing needs. It also features advanced topics, such as resource optimization, performance monitoring, advanced settings, and automation, empowering you to take your virtualization skills to the next level. VMware vSphere Essentials uses a unique step-by-step instructions designed to provide a high-level understanding, accompanied by illustrative images. What You'll LearnEnhance network efficiency with advanced vSphere LACP setupConfigure and manage virtual machines in vSphereImplement vSphere networking and storage Explore advanced vSphere features, such as DRS, HA, and fault toleranceMaster seamless VM migration techniquesOptimize hardware utilization with direct path I/O passthroughWho This Book Is ForSystem administrators, advanced vSphere administrators, and IT professionals pursuing VMware certifications
*Code-base rewritten from previous version, to demonstrate ASP.NET 2.0 functionality; updated features also included *Example code is flexible, to fit each reader's needs *Each chapter-not just the latter ones-builds a new feature of the functional e-commerce website; keeps reader excited *Final website is fully operational and ready for immediate use to sell goods and take money.
*Covers over a dozen complex applications with real-world focus *Focuses on teaching the technology, and graphical aspects of Flash examples presented with creative edge *Only book covering integration of Flash and PHP, plus MySQL
The interest in sustainability and environmental, social, and governance (ESG) from stakeholders across all sectors is growing and will continue to do so as we are in the most pivotal decade for meeting the global goals on climate change and sustainable development. This book is a compendium of the international agreements, regulatory advancements, and current practicum to inform a 360-degree viewpoint of the organizations, frameworks, and stakeholders that shape the evolving landscape.Written in a straightforward and conversational tone, yoüll embark on a knowledge journey on the progression of ESG and sustainability and how it directly shapes and informs current practice. The book provides insights, discussion, and topical briefings as a side-by-side reader to accompany the rise of ESG and sustainability in business and the markets. You will learn about the origins of sustainability in treaties and policy, the differentiation of ESG, sustainability, and social responsibility, and the emerging trends. Readers will examine the respective roles of the corporation, the financial and investment sector, the international bodies, the business interest groups, the NGOs and the philanthropic community.What were once regarded as ¿nice-to-have¿ initiatives with voluntary reporting have moved into the regulated sphere with mandatory public disclosures and reporting requirements on greenhouse gas emissions, climate risk and transition planning, biodiversity and nature-related impacts, supply chain transparency, human rights, human capital, and board diversity. The ESG and Sustainability Deskbook for Business threads the needle with best practices, case studies, and takeaways to illustrate the applications and to enhance understanding.
Learn to create web applications in PHP with minimal previous experience. This book is a practical guide to using PHP for web development.Loaded with examples and step-by-step instructions, each chapter is dedicated to a specific area or function. Yoüll first review the main principles of PHP and what is needed to program and develop in it. Yoüll then study variables, data types, control statements, arrays, and functions, all critical for creating efficient PHP programs. The book then moves on to object-oriented programming (OOP) and how to implement those principles in PHP, as well as inheritance, interfaces, testing, error handling, and exceptions. By the end of PHP by Example, you will have the knowledge and confidence to implement PHP for your web projects both large and small.What Yoüll Learn Understand PHP from the ground up Create scripts and implement them in real-world projects Work with a broad toolkit of ready-made exercises and solutions Investigate the main constructions of the PHP
* Learn with the experts by building an ecommerce site with expert programmers.* Practical guide to the specific task of building an e-commerce site. * Phased tutorial style delivers early website results, and shows how this site can evolve over time to something more complex if the reader needs that. * Proven authoring team. * Updated for .NET 1.1 and Visual Studio .NET 2003.
Beginning PL/SQL is a fast-paced and blissfully short introduction to Oracle's PL/SQL language. PL/SQL is the built-in language that every Oracle developer and database administrator simply must know. The book shows readers how to apply object-oriented PL/SQL to production applications. No other book on PL/SQL does this. It gives the reader practical advice on what works and what doesn't, and advises on the performance tradeoffs between doing work in SQL versus in PL/SQL. This book gets readers up-to-speed on the core of the language without wasting time on esoteric and seldom used syntax.
This book is for any Flex developer who is comfortable with the basics and wants to take their knowledge to the next level. It provides a library of over 100 solutions to common problems. Each solution takes you through the workings of the example step-by-step and then presents some expert's tips, which will take your understanding further and give you unique insights into Flex development. Coverage includes Flex 2 components, charting, working with remote data, data validation, displaying data with list based controls, controlling the look and feel of applications, application security, and working with dynamic data sources.
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