Machine Learning Engineering on AWS. Build, scale, and secure machine learning systems and MLOps pipelines in production

Joshua Arvin Lat

There is a growing need for professionals with experience in working on machine learning (ML) engineering requirements as well as those with knowledge of automating complex MLOps pipelines in the cloud. This book explores a variety of AWS services, such as Amazon Elastic Kubernetes Service, AWS Glue, AWS Lambda, Amazon Redshift, and AWS Lake Formation, which ML practitioners can leverage to meet various data engineering and ML engineering requirements in production.This machine learning book covers the essential concepts as well as step-by-step instructions that are designed to help you get a solid understanding of how to manage and secure ML workloads in the cloud. As you progress through the chapters, you’ll discover how to use several container and serverless solutions when training and deploying TensorFlow and PyTorch deep learning models on AWS. You’ll also delve into proven cost optimization techniques as well as data privacy and model privacy preservation strategies in detail as you explore best practices when using each AWS.By the end of this AWS book, you'll be able to build, scale, and secure your own ML systems and pipelines, which will give you the experience and confidence needed to architect custom solutions using a variety of AWS services for ML engineering requirements.

Flash with Drupal. Build dynamic, content-rich Flash CS3 and CS4 applications for Drupal 6

Travis Tidwell, Dries Buytaert

Due to its power and expandability, Drupal has become one of the most popular open source content management systems. At the same time, Flash has been adopted for its ability to create beautiful and dynamic web applications. By combining these technologies, you can create Flash applications that are both visually stunning and rich in content.This book is an in depth discussion and tutorial on how to integrate Flash applications with Drupal CMS. It will describe the best techniques and practices for integrating Flash technology with the power and flexibility of Drupal by building real-life Flash applications.Within this book, you will learn how to build Flash applications that show text from within Drupal and also present images, music, and video within a single Flash application. You will also be able to take advantage of the expandable fields and content filtering provided from the CCK and Views modules to add flexibility and power to your Flash applications. Finally, you will learn how to add your own custom functionality to Drupal and then utilize that from within your Flash applications leaving you with a world of possibilities.This book starts out with a simple introduction to Flash and Drupal technology where you will create a simple Flash application and then embed that within Drupal. From there, each subsequent chapter builds on the previous chapters tackling a new and challenging task.For each new task, you will take a step-by-step approach to building a real-life application that utilizes the feature introduced within that chapter. You will also explore alternative design approaches that will eliminate the current design challenges that developers face when building Flash-driven Drupal sites; and all this while staying true to the Object Oriented Principles that govern the foundation of the ActionScript 3 language. By the end of this book, you will be able to apply all the lessons learned from this book to any other use case you may encounter.

Leap Motion Development Essentials. Leverage the power of Leap Motion to develop and deploy a fully interactive application

Mischa Spiegelmock

Leap Motion is a company developing advanced motion sensing technology for human–computer interaction. Originally inspired by the level of difficulty of using a mouse and keyboard for 3D modeling, Leap Motion believe that moulding virtual clay should be as easy as moulding clay in your hands. Leap Motion now focus on bringing this motion sensing technology closer to the real world.Leap Motion Development Essentials explains the concepts and practical applications of gesture input for developers who want to take full advantage of Leap Motion technology. This guide explores the capabilities available to developers and gives you a clear overview of topics related to gesture input along with usable code samples.Leap Motion Development Essentials shows you everything you need to know about the Leap Motion SDK, from creating a working program with gesture input to more sophisticated applications covering a range of relevant topics. Sample code is provided and explained along with details of the most important and central API concepts.This book teaches you the essential information you need to design a gesture-enabled interface for your application, from specific gesture detection to best practices for this new input. You will be given guidance on practical considerations along with copious runnable demonstrations of API usage which are explained in step-by-step, reusable recipes.

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.

Professional Cloud Architect Google Cloud Certification Guide. Build a solid foundation in Google Cloud Platform to achieve the most lucrative IT certification - Second Edition

Konrad Cłapa, Brian Gerrard, Yujun Liang

Google Cloud Platform (GCP) is one of the industry leaders thanks to its array of services that can be leveraged by organizations to bring the best out of their infrastructure. This book is a comprehensive guide for learning methods to effectively utilize GCP services and help you become acquainted with the topics required to pass Google's Professional Cloud Architect certification exam.Following the Professional Cloud Architect's official exam syllabus, you'll first be introduced to the GCP. The book then covers the core services that GCP offers, such as computing and storage, and takes you through effective methods of scaling and automating your cloud infrastructure. As you progress through the chapters, you'll get to grips with containers and services and discover best practices related to the design and process. This revised second edition features new topics such as Cloud Run, Anthos, Data Fusion, Composer, and Data Catalog.By the end of this book, you'll have gained the knowledge required to take and pass the Google Cloud Certification – Professional Cloud Architect exam and become an expert in GCP services.

Robotic Process Automation with Automation Anywhere. Techniques to fuel business productivity and intelligent automation using RPA

Husan Mahey

With an increase in the number of organizations deploying RPA solutions, Robotic Process Automation (RPA) is quickly becoming the most desired skill set for both developers starting their career and seasoned professionals. This book will show you how to use Automation Anywhere A2019, one of the leading platforms used widely for RPA.Starting with an introduction to RPA and Automation Anywhere, the book will guide you through the registration, installation, and configuration of the Bot agent and Control Room. With the help of easy-to-follow instructions, you’ll build your first bot and discover how you can automate tasks with Excel, Word, emails, XML, and PDF files. You’ll learn from practical examples based on real-world business scenarios, and gain insights into building more robust and resilient bots, executing external scripts such as VBScripts and Python, and adding error handling routines.By the end of this RPA book, you’ll have developed the skills required to install and configure an RPA platform confidently and have a solid understanding of how to build complex and robust, yet performant, bots.

Customizing and Extending SharePoint Online. Design tailor-made solutions with modern SharePoint features to meet your organization's unique needs

Matti Paukkonen

Explore the robust functionalities of SharePoint that ensure your business processes remain flexible and scalable. With its custom development features, SharePoint presents abundant opportunities to meet evolving needs, deliver personalized experiences, and seamlessly integrate across platforms. If you’re looking for practical guidance on developing custom SharePoint solutions, Customizing and Extending SharePoint Online is your essential companion.This book takes you through the different techniques for customizing SharePoint, harnessing its native capabilities, and extending them across other platforms. You’ll begin by organizing content with SharePoint sites and learning best practices for permission governance before learning how to create and manage pages and use web parts to create, aggregate, and format content. This SharePoint book also covers specialized use cases of the Viva Suite and delves into SharePoint automation with Power Automate while extending solutions with Power Apps. Toward the end, you’ll get to grips with designing personalized solutions with SharePoint Framework and Microsoft Graph.By the end of this book, you’ll be ready to deliver highly customized SharePoint solutions that align with your business objectives.

Drupal 7 Media. Integrate, implement, and extend rich media resources such as images, videos, and audio on your Drupal 7 website with this book and ebook - Third Edition

Liran Tal

Integrating images, video, and audio content on a Drupal site requires knowledge of appropriate community modules, and an understanding of how to configure and connect them properly. With the power of up-to-date technologies such as HTML5, responsive web design, and the best modules available in Drupal's eco-system, we can create the best Drupal 7 media website.Drupal 7 Media is a practical, hands-on guide that will introduce you to the basic structure of a Drupal site and guide you through the integration of images, videos, and audio content. Learn to leverage the most suitable community modules and up-to-date technology such as HTML5 to offer a great user experience through rich media content.The book begins with a practical introduction to the basic Drupal building blocks. It then breaks down each media resource, and explores them in detail.You will learn how to leverage Drupal's community modules to implement support for images, videos, and audio content, along with the best practices for implementation. We will be mentioning ideas throughout the book, which you can extend upon and use to build your own web applications. We will explore HTML5 support for media resources, the semantic web, and responsive web design, which are key topics in modern web application development. We will then build upon this knowledge and add more functionality to our sample website, such as support for analytic charts and customizing images, all of which we will implement using our own custom modules.You will learn everything you need to know about building, extending, and configuring a Drupal 7 media web application.