Applied Machine Learning Explainability Techniques. Make ML models explainable and trustworthy for practical applications using LIME, SHAP, and more

Aditya Bhattacharya

Explainable AI (XAI) is an emerging field that brings artificial intelligence (AI) closer to non-technical end users. XAI makes machine learning (ML) models transparent and trustworthy along with promoting AI adoption for industrial and research use cases.Applied Machine Learning Explainability Techniques comes with a unique blend of industrial and academic research perspectives to help you acquire practical XAI skills. You'll begin by gaining a conceptual understanding of XAI and why it's so important in AI. Next, you'll get the practical experience needed to utilize XAI in AI/ML problem-solving processes using state-of-the-art methods and frameworks. Finally, you'll get the essential guidelines needed to take your XAI journey to the next level and bridge the existing gaps between AI and end users.By the end of this ML book, you'll be equipped with best practices in the AI/ML life cycle and will be able to implement XAI methods and approaches using Python to solve industrial problems, successfully addressing key pain points encountered.

Moodle 2.0 Course Conversion Beginner's Guide. Teachers, don’t be intimidated by e-learning! This book shows you how to take your existing course materials and transfer them quickly, effectively and – above all – easily into an e-learning course using Moodle. Absolute beginners welcome

Ian Wild, Moodle Trust

Schools, colleges and universities all over the world are installing Moodle, but many educators aren’t making much use of it. With so many features, it can be a hassle to learn – and with teachers under so much pressure day-to-day, they cannot devote much time to recreating all their lessons from scratch.This book provides the quickest way for teachers and trainers to get up and running with Moodle, by turning their familiar teaching materials into a Moodle e-learning course.This book shows how to bring your existing notes, worksheets, resources and lesson plans into Moodle quickly and easily. Instead of exploring every feature of Moodle, the book focuses on getting you started immediately – you will be turning your existing materials into Moodle courses right from the start.The book begins by showing how to turn your teaching schedule into a Moodle course, with the correct number of topics and weeks. You will then see how to convert your resources – documents, slideshows, and worksheets, into Moodle. You will learn how to format them in a way that means students will be able to read them, and along the way plenty of shortcuts to speed up the process.By the end of Chapter 3, you will already have a Moodle course that contains your learning resources in a presentable way. But the book doesn’t end there– you will also see how to use Moodle to accept and assess coursework submissions, discuss work with students, and deliver quizzes, tests, and video.Throughout the book, the focus is on getting results fast – moving teaching material online so that lessons become more effective for students, and less work for you.

LaTeX Beginner's Guide. When there’s a scientific or technical paper to write, the versatility of LaTeX is very attractive. But where can you learn about the software? The answer is this superb beginner’s guide, packed with examples and explanations

Stefan Kottwitz, Robin TUG

LaTeX is high-quality Open Source typesetting software that produces professional prints and PDF files. However, as LaTeX is a powerful and complex tool, getting started can be intimidating. There is no official support and certain aspects such as layout modifications can seem rather complicated. It may seem more straightforward to use Word or other WYSIWG programs, but once you've become acquainted, LaTeX's capabilities far outweigh any initial difficulties. This book guides you through these challenges and makes beginning with LaTeX easy. If you are writing Mathematical, Scientific, or Business papers, or have a thesis to write, then this is the perfect book for you.LaTeX Beginner's Guide offers you a practical introduction to LaTeX with plenty of step-by-step examples. Beginning with the installation and basic usage, you will learn to typeset documents containing tables, figures, formulas, and common book elements like bibliographies, glossaries, and indexes and go on to managing complex documents and using modern PDF features. It's easy to use LaTeX, when you have LaTeX Beginner's Guide to hand.This practical book will guide you through the essential steps of LaTeX, from installing LaTeX, formatting, and justification to page design. Right from the beginning, you will learn to use macros and styles to maintain a consistent document structure while saving typing work. You will learn to fine-tune text and page layout, create professional looking tables as well as include figures and write complex mathematical formulas. You will see how to generate bibliographies and indexes with ease. Finally you will learn how to manage complex documents and how to benefit from modern PDF features. Detailed information about online resources like software archives, web forums, and online compilers completes this introductory guide. It's easy to use LaTeX, when you have LaTeX Beginner's Guide to hand.

Building AI Applications with OpenAI APIs. Leverage ChatGPT, Whisper, and DALL-E APIs to build 10 innovative AI projects - Second Edition

Martin Yanev

Unlock the power of AI in your applications with ChatGPT with this practical guide that shows you how to seamlessly integrate OpenAI APIs into your projects, enabling you to navigate complex APIs and ensure seamless functionality with ease.This new edition is updated with key topics such as OpenAI Embeddings, which’ll help you understand the semantic relationships between words and phrases. You’ll find out how to use ChatGPT, Whisper, and DALL-E APIs through 10 AI projects using the latest OpenAI models, GPT-3.5, and GPT-4, with Visual Studio Code as the IDE. Within these projects, you’ll integrate ChatGPT with frameworks and tools such as Flask, Django, Microsoft Office APIs, and PyQt. You’ll get to grips with NLP tasks, build a ChatGPT clone, and create an AI code bug-fixing SaaS app. The chapters will also take you through speech recognition, text-to-speech capabilities, language translation, generating email replies, creating PowerPoint presentations, and fine-tuning ChatGPT, along with adding payment methods by integrating the ChatGPT API with Stripe.By the end of this book, you’ll be able to develop, deploy, and monetize your own groundbreaking applications by harnessing the full potential of ChatGPT APIs.

Zscaler Cloud Security Essentials. Discover how to securely embrace cloud efficiency, intelligence, and agility with Zscaler

Ravi Devarasetty

Many organizations are moving away from on-premises solutions to simplify administration and reduce expensive hardware upgrades. This book uses real-world examples of deployments to help you explore Zscaler, an information security platform that offers cloud-based security for both web traffic and private enterprise applications.You'll start by understanding how Zscaler was born in the cloud, how it evolved into a mature product, and how it continues to do so with the addition of sophisticated features that are necessary to stay ahead in today's corporate environment. The book then covers Zscaler Internet Access and Zscaler Private Access architectures in detail, before moving on to show you how to map future security requirements to ZIA features and transition your business applications to ZPA. As you make progress, you'll get to grips with all the essential features needed to architect a customized security solution and support it. Finally, you'll find out how to troubleshoot the newly implemented ZIA and ZPA solutions and make them work efficiently for your enterprise.By the end of this Zscaler book, you'll have developed the skills to design, deploy, implement, and support a customized Zscaler security solution.

Delphi Cookbook. Recipes to master Delphi for IoT integrations, cross-platform, mobile and server-side development - Third Edition

Daniele Spinetti, Daniele Teti

Delphi is a cross-platform integrated development environment (IDE) that supports rapid application development on different platforms, saving you the pain of wandering amid GUI widget details or having to tackle inter-platform incompatibilities. Delphi Cookbook begins with the basics of Delphi and gets you acquainted with JSON format strings, XSLT transformations, Unicode encodings, and various types of streams. You’ll then move on to more advanced topics such as developing higher-order functions and using enumerators and run-time type information (RTTI). As you make your way through the chapters, you’ll understand Delphi RTL functions, use FireMonkey in a VCL application, and cover topics such as multithreading, using aparallel programming library and deploying Delphi on a server. You’ll take a look at the new feature of WebBroker Apache modules, join the mobile revolution with FireMonkey, and learn to build data-driven mobile user interfaces using the FireDAC database access framework. This book will also show you how to integrate your apps with Internet of Things (IoT).By the end of the book, you will have become proficient in Delphi by exploring its different aspects such as building cross-platforms and mobile applications, designing server-side programs, and integrating these programs with IoT.

C++ Application Development with Code::Blocks. Using Code::Blocks it’s possible for C++ developers to create application consistency across multiple platforms. This book takes you through the process from installation to implementing advanced features, all with a user-friendly approach

BIPLAB MODAK, Biplab Kumar Modak

Advanced Python Programming. Accelerate your Python programs using proven techniques and design patterns - Second Edition

Quan Nguyen

Python's powerful capabilities for implementing robust and efficient programs make it one of the most sought-after programming languages.In this book, you'll explore the tools that allow you to improve performance and take your Python programs to the next level.This book starts by examining the built-in as well as external libraries that streamline tasks in the development cycle, such as benchmarking, profiling, and optimizing. You'll then get to grips with using specialized tools such as dedicated libraries and compilers to increase your performance at number-crunching tasks, including training machine learning models.The book covers concurrency, a major solution to making programs more efficient and scalable, and various concurrent programming techniques such as multithreading, multiprocessing, and asynchronous programming.You'll also understand the common problems that cause undesirable behavior in concurrent programs.Finally, you'll work with a wide range of design patterns, including creational, structural, and behavioral patterns that enable you to tackle complex design and architecture challenges, making your programs more robust and maintainable.By the end of the book, you'll be exposed to a wide range of advanced functionalities in Python and be equipped with the practical knowledge needed to apply them to your use cases.