The Machine Learning Solutions Architect Handbook. Practical strategies and best practices on the ML lifecycle, system design, MLOps, and generative AI - Second Edition

David Ping

David Ping, Head of GenAI and ML Solution Architecture for global industries at AWS, provides expert insights and practical examples to help you become a proficient ML solutions architect, linking technical architecture to business-related skills.You'll learn about ML algorithms, cloud infrastructure, system design, MLOps , and how to apply ML to solve real-world business problems. David explains the generative AI project lifecycle and examines Retrieval Augmented Generation (RAG), an effective architecture pattern for generative AI applications. You’ll also learn about open-source technologies, such as Kubernetes/Kubeflow, for building a data science environment and ML pipelines before building an enterprise ML architecture using AWS. As well as ML risk management and the different stages of AI/ML adoption, the biggest new addition to the handbook is the deep exploration of generative AI.By the end of this book , you’ll have gained a comprehensive understanding of AI/ML across all key aspects, including business use cases, data science, real-world solution architecture, risk management, and governance. You’ll possess the skills to design and construct ML solutions that effectively cater to common use cases and follow established ML architecture patterns, enabling you to excel as a true professional in the field.

PHP 8 Programming Tips, Tricks and Best Practices. A practical guide to PHP 8 features, usage changes, and advanced programming techniques

Doug Bierer, Cal Evans

Thanks to its ease of use, PHP is a highly popular programming language used on over 78% of all web servers connected to the Internet. PHP 8 Programming Tips, Tricks, and Best Practices will help you to get up-to-speed with PHP 8 quickly. The book is intended for any PHP developer who wants to become familiar with the cool new features available in PHP 8, and covers areas where developers might experience backward compatibility issues with their existing code after a PHP 8 update. The book thoroughly explores best practices, and highlights ways in which PHP 8 enforces these practices in a much more rigorous fashion than its earlier versions.You'll start by exploring new PHP 8 features in the area of object-oriented programming (OOP), followed by enhancements at the procedural level. You'll then learn about potential backward compatible breaks and discover best practices for improving performance. The last chapter of the book gives you insights into PHP async, a revolutionary new way of programming, by providing detailed coverage and examples of asynchronous programming using the Swoole extension and Fibers.By the end of this PHP book, you'll not only have mastered the new features, but you'll also know exactly what to watch out for when migrating older PHP applications to PHP 8.

Mastering Backbone.js. Design and build scalable web applications using Backbone.js

Abiee Echamea, Abiee Echamea

Backbone.js is a popular library to build single page applications used by many start-ups around the world because of its flexibility, robustness and simplicity. It allows you to bring your own tools and libraries to make amazing webapps with your own rules. However, due to its flexibility it is not always easy to create scalable applications with it. By learning the best practices and project organization you will be able to create maintainable and scalable web applications with Backbone.js.With this book you will start right from organizing your Backbone.js application to learn where to put each module and how to wire them. From organizing your code in a logical and physical way, you will go on to delimit view responsibilities and work with complex layouts. Synchronizing models in a two-way binding can be difficult and with sub resources attached it can be even worse. The next chapter will explain strategies for how to deal with these models. The following chapters will help you to manage module dependencies on your projects, explore strategies to upload files to a RESTful API and store information directly in the browser for using it with Backbone.js. After testing your application, you are ready to deploy it to your production environment. The final chapter will cover different flavors of authorization.The Backbone.js library can be difficult to master, but in this book you will get the necessary skill set to create applications with it, and you will be able to use any other library you want in your stack.

Visual Studio 2015 Cookbook. Over 50 new and improved recipes to put Visual Studio 2015 to work in your crucial development projects - Second Edition

Jeff Martin

Visual Studio 2015 is the premier tool for developers targeting the Microsoft platform. Learning how to effectively use this technology can enhance your productivity while simplifying your most common tasks, allowing you more time to focus on your project. Visual Studio 2015 is packed with improvements that increase productivity, and this book walks you through each one in succession to help you smooth your workflow and get more accomplished. From customization and the interface to code snippets and debugging, the Visual Studio upgrade expands your options — and this book is your fast-track guide to getting on board quickly.Visual Studio 2015 Cookbook will introduce you to all the new areas of Visual Studio and how they can quickly be put to use to improve your everyday development tasks. With this book, you will learn not only what VS2015 offers, but what it takes to put it to work for your projects.

Magento Extensions Development. Click here to enter text

Jérémie Bouchet

Magento has been revealed as the best and the most popular open source e-commerce platform in the world, with about 250k+ online stores. Magento 2 is the most recent version of this awesome toolset: every new and modern development techniques are used to offer a real modular approach and powerful architecture. The book will support you in the writing of innovative and complex extensions. Starting from the beginning, we will cover how to set up a development environment that allows you to be really efficient in your functionality writing, including GIT registering and many other development tools. We then move on to provide a large overview of the best practices to scale your module in a high-load environment. After these foundations, you will see how to use test driven-development (TDD) and unit tests to handle your code. We then build a complex extension together, step by step, and internationally-ready. Next, you will find out how to protect the users’ data. Finally, we will take a look a publishing the extension on the new Magento Connect marketplace and how to protect your intellectual property.After you read this book, you will know everything you need to know to become an invaluable extension editor, whether it is for your customers’ needs or for your own requirements.

Extending Power BI with Python and R. Perform advanced analysis using the power of analytical languages - Second Edition

Luca Zavarella

With this updated second edition, you'll not only learn how to configure the Power BI environment to run Python and R scripts at peak performance—you'll also become familiar with the appropriate solutions to the most common problems you may encounter. Extending Power BI with Python and R explores data ingestion and data transformation extensions before moving on to focus on data enrichment and data visualization. You'll learn how to ingest data larger than available memory, import data from external sources, and transform data using complex algorithms, as well as implementing personal data de-identification methods such as pseudonymization, anonymization, and masking in Power BI. You'll find out how to call external APIs to enrich your data much faster, and address I/O performance issues using Python and R. Next, you'll learn advanced Python and R techniques to perform in-depth analysis and extract valuable information using statistics and machine learning. You'll also get to grips with the key statistical features of data sets by plotting multiple visual graphs in the process of building a machine learning model. Your knowledge will be tested through questions and answers at the end of each chapter.By the end of this book, you’ll be able to enrich your Power BI data models and unlock valuable insights using Python and R.

Scratch Cookbook. If want to get your programming know-how off the starting blocks in a fun, involving way, then this guide to Scratch is perfect. In no time you'll be building your own interactive programs that include animations and sound

Brandon Milonovich

Scratch 2.0 is an easy to use programming language that allows you to animate stories and create interactive games. Scratch also gives you the capability of using programming to calculate complicated calculations for you.Scratch Cookbook will lead you through easy-to-follow recipes that give you everything you need to become a more advanced programmer.Scratch Cookbook will take you through the essential features of Scratch. You'll then work through simple recipes to gain an understanding of the more advanced features of Scratch.You will learn how to create animations using Scratch. Sensory board integration (getting input from the outside environment) will also be covered, along with using Scratch to solve complicated and tedious calculations for you. You'll also learn how to work through the exciting process of project remixing where you build on the work of others.Scratch Cookbook will give you everything you need to get started with building your own programs in Scratch that involve sounds, animations, and user interaction.

Streamlit for Data Science. Create interactive data apps in Python - Second Edition

Tyler Richards, Adrien Treuille

If you work with data in Python and are looking to create data apps that showcase ML models and make beautiful interactive visualizations, then this is the ideal book for you. Streamlit for Data Science, Second Edition, shows you how to create and deploy data apps quickly, all within Python. This helps you create prototypes in hours instead of days!Written by a prolific Streamlit user and senior data scientist at Snowflake, this fully updated second edition builds on the practical nature of the previous edition with exciting updates, including connecting Streamlit to data warehouses like Snowflake, integrating Hugging Face and OpenAI models into your apps, and connecting and building apps on top of Streamlit databases. Plus, there is a totally updated code repository on GitHub to help you practice your newfound skills.You'll start your journey with the fundamentals of Streamlit and gradually build on this foundation by working with machine learning models and producing high-quality interactive apps. The practical examples of both personal data projects and work-related data-focused web applications will help you get to grips with more challenging topics such as Streamlit Components, beautifying your apps, and quick deployment.By the end of this book, you'll be able to create dynamic web apps in Streamlit quickly and effortlessly.

Computer Jargon - The Illustrated Glossary of Basic Computer Terminology. Decode and simplify complex computer terms with easy-to-follow visual guides

Kevin Wilson

This book provides a clear and accessible guide to demystifying technical terms. Using a step-by-step approach, it simplifies complex computer terminology, offering detailed explanations alongside full-color illustrations, screenshots, and photographs. Each term is broken down into easy-to-understand language, making it accessible even for those with little technical background.It covers key areas of computer terminology, including networking, internet terms, and digital media formats. Readers are provided with a broad range of terms, from basic functions to security and privacy concepts, boosting their confidence in navigating the technical language of modern technology.Additionally, this glossary addresses emerging technologies and their jargon, defining terms related to artificial intelligence, cloud computing, and cybersecurity. Whether you're a beginner or a moderately experienced user, this guide is an ideal reference for decoding tech terms and understanding the digital world with confidence and clarity.

Practical Data Quality. Learn practical, real-world strategies to transform the quality of data in your organization

Robert Hawker, Nicola Askham

Poor data quality can lead to increased costs, hinder revenue growth, compromise decision-making, and introduce risk into organizations. This leads to employees, customers, and suppliers finding every interaction with the organization frustrating.Practical Data Quality provides a comprehensive view of managing data quality within your organization, covering everything from business cases through to embedding improvements that you make to the organization permanently. Each chapter explains a key element of data quality management, from linking strategy and data together to profiling and designing business rules which reveal bad data. The book outlines a suite of tried-and-tested reports that highlight bad data and allow you to develop a plan to make corrections. Throughout the book, you’ll work with real-world examples and utilize re-usable templates to accelerate your initiatives.By the end of this book, you’ll have gained a clear understanding of every stage of a data quality initiative and be able to drive tangible results for your organization at pace.

Instant OpenLayers Starter. Web Mapping made simple and fast!

Alessio Di Lorenzo, Giovanni Allegri

OpenLayers is an open source JavaScript web mapping library distinguished from other alternatives, like Leaflet or Google Maps APIs, because of its huge set of components. Having being on the scene for a long time, users can benefit from a large set of resources and documentations, and a wide and actively supportive community.Instant OpenLayers Starter gives you the possibility to produce your first “real” web map without being an experienced programmer or a GIS specialist. It provides you with an overview of the most popular vector and raster data formats used to share spatial information on the Web. By the end of the book you will be able to amaze your boss with a brand new web map and a bag of skills to give life to your geodata.Instant OpenLayers Starter guides you through a fast and effective journey of web mapping, to discover how easy it is to put maps in your web projects, from simple base maps to interactive geo mash-ups, Google Maps, OpenStreetmap, GeoRSS, Panoramio, and your data. Starting with a lot of geo-information sources and a powerful library, we will explore how to manage maps inside web pages using basic third-party base maps to the overlay of re-projected vector data, going through styling thematic data and data interaction.

RSpec Essentials. Develop testable, modular, and maintainable Ruby software for the real world using RSpec

Mani Tadayon

This book will teach you how to use RSpec to write high-value tests for real-world code. We start with the key concepts of the unit and testability, followed by hands-on exploration of key features. From the beginning, we learn how to integrate tests into the overall development process to help create high-quality code, avoiding the dangers of testing for its own sake.We build up sample applications and their corresponding tests step by step, from simple beginnings to more sophisticated versions that include databases and external web services. We devote three chapters to web applications with rich JavaScript user interfaces, building one from the ground up using behavior-driven development (BDD) and test-driven development (TDD).The code examples are detailed enough to be realistic while simple enough to be easily understood. Testing concepts, development methodologies, and engineering tradeoffs are discussed in detail as they arise. This approach is designed to foster the reader’s ability to make well-informed decisions on their own.

GameMaker Programming By Example. Master the development of 2D games by learning to use the powerful GameMaker Language and tools provided by the GameMaker: Studio workspace and engine!

Brian Christian, Steven Isaacs

This book is excellent resource for developers with any level of experience of GameMaker. At the start, we’ll provide an overview of the basic use of GameMaker: Studio, and show you how to set up a basic game where you handle input and collisions in a top-down perspective game.We continue on to showcase its more advanced features via six different example projects. The first example game demonstrates platforming with file I/O, followed by animation, views, and multiplayer networking. The next game illustrates AI and particle systems, while the final one will get you started with the built-in Box2D physics engine. By the end of this book, you have mastered lots of powerful techniques that can be utilized in various 2D games.

Apache Spark for Data Science Cookbook. Solve real-world analytical problems

Padma Priya Chitturi

Spark has emerged as the most promising big data analytics engine for data science professionals. The true power and value of Apache Spark lies in its ability to execute data science tasks with speed and accuracy. Spark’s selling point is that it combines ETL, batch analytics, real-time stream analysis, machine learning, graph processing, and visualizations. It lets you tackle the complexities that come with raw unstructured data sets with ease. This guide will get you comfortable and confident performing data science tasks with Spark. You will learn about implementations including distributed deep learning, numerical computing, and scalable machine learning. You will be shown effective solutions to problematic concepts in data science using Spark’s data science libraries such as MLLib, Pandas, NumPy, SciPy, and more. These simple and efficient recipes will show you how to implement algorithms and optimize your work.

Getting Started with Docker. Master the Art of Containerization with Docker

Nigel Poulton

Embark on an exciting journey into the realm of Docker, where you'll discover the transformative potential of containerization. The course begins with an introduction to containers, providing a solid foundation for understanding their importance in modern software development. You'll then learn how to install Docker, setting up your environment for success.As you progress, you'll run your first container, gaining hands-on experience with Docker's core functionalities. The course delves into containerizing applications, offering practical insights into creating and managing Docker images. You'll explore Docker registries, learning how to store and share your images efficiently.The adventure continues with multi-container applications using Docker Compose. You'll master the skills needed to orchestrate complex applications, ensuring smooth integration and deployment. The course also introduces Docker's integration with WebAssembly, showcasing cutting-edge techniques to further enhance your development process. By the end, you'll be equipped with the knowledge and confidence to take your containerization skills to the next level.

Moodle 2.5 Multimedia. Adding multimedia to Moodle will make it work even harder for you as a teaching tool. Learn the easy way how images, video, audio, and maps can transform your courses. No special technical skills needed. - Second Edition

Joao Pedro Soares Fernandes

Multimedia is a very old human endeavor. It has taken mankind almost 30,000 years since painting on cave walls to get a combination of text, image, sound, and video all working in the same medium, that is, in motion pictures. Finally, after thousands of years of human history, we can all (not just an elite few) create multimedia easily using Moodle. Moodle was built around an idea of learning that happens when a group of people construct things for one another, collaboratively creating a small culture of shared artifacts with shared meanings.A tutorial-based guide, with clear illustrations and examples of how to create, convert and add multimedia to Moodle using a range of free e-learning software tools and web applications. This book follows the design of resources and activities for the course “Music for everyday life”. The tasks presented are quick and easy to do for teachers and trainers with busy schedules.Giving readers an insight into the creation and integration of multimedia in Moodle courses.Starting with images you will learn to create photo collages, screenshots and comic strips. Then you will discover audio and how to extract audio from CDs to create a soundtrack for a movie and a podcast. Later, you will use video to produce a trailer for a movie, photo slideshows, online TVs and screencasts. Following that, you will develop an understanding of interactive elements and web communication, such as online maps, interactive timelines or web meetings. Finally, you will look at multimedia quizzes and assessment of multimedia assignments, ending with general issues on copyright, licensing and safety.A focus of the book is to show readers that using multimedia is not just about improving instruction, but also improving the ways in which students can can now create multimedia easily, and share it without great effort.. To make this easier, many of the moodle tutorials in the book will be based on activities designed for students to create, discuss and assess each other's multimedia works.