Machine Learning with Amazon SageMaker Cookbook. 80 proven recipes for data scientists and developers to perform machine learning experiments and deployments

Joshua Arvin Lat

Amazon SageMaker is a fully managed machine learning (ML) service that helps data scientists and ML practitioners manage ML experiments. In this book, you'll use the different capabilities and features of Amazon SageMaker to solve relevant data science and ML problems.This step-by-step guide features 80 proven recipes designed to give you the hands-on machine learning experience needed to contribute to real-world experiments and projects. You'll cover the algorithms and techniques that are commonly used when training and deploying NLP, time series forecasting, and computer vision models to solve ML problems. You'll explore various solutions for working with deep learning libraries and frameworks such as TensorFlow, PyTorch, and Hugging Face Transformers in Amazon SageMaker. You'll also learn how to use SageMaker Clarify, SageMaker Model Monitor, SageMaker Debugger, and SageMaker Experiments to debug, manage, and monitor multiple ML experiments and deployments. Moreover, you'll have a better understanding of how SageMaker Feature Store, Autopilot, and Pipelines can meet the specific needs of data science teams.By the end of this book, you'll be able to combine the different solutions you've learned as building blocks to solve real-world ML problems.

AWS for Solutions Architects. Design your cloud infrastructure by implementing DevOps, containers, and Amazon Web Services

Alberto Artasanchez

One of the most popular cloud platforms in the world, Amazon Web Services (AWS) offers hundreds of services with thousands of features to help you build scalable cloud solutions; however, it can be overwhelming to navigate the vast number of services and decide which ones best suit your requirements. Whether you are an application architect, enterprise architect, developer, or operations engineer, this book will take you through AWS architectural patterns and guide you in selecting the most appropriate services for your projects.AWS for Solutions Architects is a comprehensive guide that covers the essential concepts that you need to know for designing well-architected AWS solutions that solve the challenges organizations face daily. You'll get to grips with AWS architectural principles and patterns by implementing best practices and recommended techniques for real-world use cases. The book will show you how to enhance operational efficiency, security, reliability, performance, and cost-effectiveness using real-world examples.By the end of this AWS book, you'll have gained a clear understanding of how to design AWS architectures using the most appropriate services to meet your organization's technological and business requirements.

Mastering Adobe Animate 2023. A comprehensive guide to designing modern, animated, and interactive content using Animate - Third Edition

Joseph Labrecque

Adobe Animate is a platform-agnostic asset creation application that enables you to create motion design and vector animations while facilitating interactivity across other Adobe software such as After Effects, Photoshop, and Illustrator. This book comes packed with explanations of essential concepts and step-by-step walk-throughs of practical examples, guiding you in using Animate to create immersive experiences and breaking the walls of creative limitations.In this third edition, you’ll begin by getting up to speed with the features of Adobe Animate. You'll learn how to set up Animate as a creative platform and explore the enhancements introduced in its most recent versions. The book will show you how to consume and produce media assets for different platforms through the publish and export workflows. You'll explore advanced rigging workflows and discover how to create more dynamic animations with complex depth and movement techniques. As the book demonstrates different ways of channeling your creativity through Animate, you'll be able to build projects such as games, virtual reality experiences, generative art, and apps for various platforms. Finally, this graphic design book covers the different methods used to extend the software to meet various user requirements.By the end of this book, you'll be able to produce a variety of media assets, motion graphic designs, animated artifacts, and interactive content pieces for platforms such as HTML5 Canvas, WebGL, and mobile devices.

Password Cracking with Kali Linux. Unlock Windows Security with Kali Linux Expertise

Daniel W. Dieterle

Unlock the secrets of Windows password security with Password Cracking with Kali Linux, your essential guide to navigating password-cracking techniques. This book offers a comprehensive introduction to Windows security fundamentals, arming you with the knowledge and tools for effective ethical hacking.The course begins with a foundational understanding of password security, covering prerequisites, lab setup, and an overview of the journey ahead. You'll explore Kerberoasting, tools like Rubeus, Mimikatz, and various attack methods, providing a solid base for understanding password vulnerabilities.The course focuses on practical applications of password cracking, including wordlist generation using tools like Crunch and Hashcat, and exploring various attack strategies. You'll delve into John the Ripper and Hashcat functionalities, learning to identify hash types and crack complex passwords efficiently.The course wraps up with advanced techniques in Linux password cracking and defense strategies. You'll gain insights into creating leaderboards, achievements, and monetizing games, equipping you with skills to not just crack passwords but also secure systems effectively.

Getting Started with Python Data Analysis. Learn to use powerful Python libraries for effective data processing and analysis

Anthony Ojeda, Phuong Vo.T.H

Data analysis is the process of applying logical and analytical reasoning to study each component of data. Python is a multi-domain, high-level, programming language. It’s often used as a scripting language because of its forgiving syntax and operability with a wide variety of different eco-systems. Python has powerful standard libraries or toolkits such as Pylearn2 and Hebel, which offers a fast, reliable, cross-platform environment for data analysis.With this book, we will get you started with Python data analysis and show you what its advantages are.The book starts by introducing the principles of data analysis and supported libraries, along with NumPy basics for statistic and data processing. Next it provides an overview of the Pandas package and uses its powerful features to solve data processing problems.Moving on, the book takes you through a brief overview of the Matplotlib API and some common plotting functions for DataFrame such as plot. Next, it will teach you to manipulate the time and data structure, and load and store data in a file or database using Python packages. The book will also teach you how to apply powerful packages in Python to process raw data into pure and helpful data using examples.Finally, the book gives you a brief overview of machine learning algorithms, that is, applying data analysis results to make decisions or build helpful products, such as recommendations and predictions using scikit-learn.

Efficient Cloud FinOps. A practical guide to cloud financial management and optimization with AWS, Azure, and GCP

Alfonso San Miguel Sánchez, Danny Obando García

In response to the escalating challenges of cloud adoption, where balancing costs and maximizing cloud values is paramount, FinOps practices have emerged as the cornerstone of fi nancial optimization. This book serves as your comprehensive guide to understanding how FinOps is implemented in organizations worldwide through team collaboration and proper cloud governance.Presenting FinOps from a practical point of view, covering the three phases—inform, optimize, and operate—this book demonstrates an end-to-end methodology for optimizing costs and performing financial management in the cloud. You’ll learn how to design KPIs and dashboards for judicious cost allocation, covering key features of cloud services such as reserved instances, rightsizing, scaling, and automation for cost optimization. This book further simplifi es architectural concepts and best practices, enabling you to design superior and more optimized solutions. Finally, you’ll discover potential synergies and future challenges, from the integration of artifi cial intelligence to cloud sustainability considerations, to prepare for the future of cloud FinOps.By the end of this book, you’ll have built the expertise to seamlessly implement FinOps practices across major public clouds, armed with insights and ideas to propel your organization toward business growth.

Metasploit Penetration Testing Cookbook. Over 70 recipes to master the most widely used penetration testing framework with this book and

Abhinav Singh

Metasploit® software helps security and IT professionals identify security issues, verify vulnerability mitigations, and manage expert-driven security assessments. Capabilities include smart exploitation, password auditing, web application scanning, and social engineering. Teams can collaborate in Metasploit and present their findings in consolidated reports. The goal of the software is to provide a clear understanding of the critical vulnerabilities in any environment and to manage those risks.Metasploit Penetration Testing Cookbook targets both professionals and beginners to the framework. The chapters of the book are logically arranged with an increasing level of complexity and cover Metasploit aspects ranging from pre-exploitation to the post-exploitation phase thoroughly. The recipe structure of the book provides a good mix of both theoretical understanding and practical implementation. This book will help readers in thinking from a hacker's perspective to dig out the flaws in target networks and also to leverage the powers of Metasploit to compromise them. It will take your penetration skills to the next level.The book starts with the basics such as gathering information about your target and gradually covers advanced topics like building your own framework scripts and modules. The book goes deep into operating systems-based penetration testing techniques and moves ahead with client-based exploitation methodologies. In the post- exploitation phase, it covers meterpreter, antivirus bypass, ruby wonders, exploit building, porting exploits to framework, and third party tools like armitage, and SET. Metasploit Penetration Testing Cookbook is the required guide to penetration testing and exploitation.

Mastering DevOps on Microsoft Power Platform. Build, deploy, and secure low-code solutions on Power Platform using Azure DevOps and GitHub

Uroš Kastelic, József Zoltán Vadkerti

Mastering DevOps on Microsoft Power Platform is your guide to revolutionizing business-critical solution development. Written by two Microsoft Technology Specialists with extensive experience in enterprise-scale Power Platform implementations and DevOps practices, this book teaches you how to design, build, and secure efficient DevOps processes by adapting custom software development practices to the Power Platform toolset, dramatically reducing time, cost, and errors in app modernization and quality assurance.The book introduces application life cycle management (ALM) and DevOps-enabled architecture, design patterns, and CI/CD practices, showing you why companies adopt DevOps with Power Platform. You'll master environment and solution management using Dataverse, Git, the Power Platform CLI, Azure DevOps, and GitHub Copilot.Implementing the shift-left approach in DevSecOps using GitHub Advanced Security features, you’ll create a Power Platform tenant governed by controls, automated tests, and backlog management. You’ll also discover advanced concepts, such as fusion architecture, pro-dev extensibility, and AI-infused applications, along with tips to avoid common pitfalls.By the end of this book, you’ll be able to build CI/CD pipelines from development to production, enhancing the life cycle of your business solutions on Power Platform.

Mastering Information Security Compliance Management. A comprehensive handbook on ISO/IEC 27001:2022 compliance

Adarsh Nair, Greeshma M. R.

ISO 27001 and ISO 27002 are globally recognized standards for information security management systems (ISMSs), providing a robust framework for information protection that can be adapted to all organization types and sizes. Organizations with significant exposure to information-security–related risks are increasingly choosing to implement an ISMS that complies with ISO 27001. This book will help you understand the process of getting your organization's information security management system certified by an accredited certification body.The book begins by introducing you to the standards, and then takes you through different principles and terminologies. Once you completely understand these standards, you’ll explore their execution, wherein you find out how to implement these standards in different sizes of organizations. The chapters also include case studies to enable you to understand how you can implement the standards in your organization. Finally, you’ll get to grips with the auditing process, planning, techniques, and reporting and learn to audit for ISO 27001.By the end of this book, you’ll have gained a clear understanding of ISO 27001/27002 and be ready to successfully implement and audit for these standards.

Managing Microsoft Hybrid Clouds. Benefit from hybrid cloud scenarios through this detailed guide to Microsoft Azure Infrastructure Services (IaaS)

Marcel van den Berg

Mastering Azure Serverless Computing. A practical guide to building and deploying enterprise-grade serverless applications using Azure Functions

Lorenzo Barbieri, Massimo Bonanni

Application development has evolved from traditional monolithic app development to using serverless options and microservices. This book is designed to guide you through using Microsoft's Azure Functions to process data, integrate systems, and build simple APIs and microservices.You will discover how to apply serverless computing to speed up deployment and reduce downtime. You'll also explore Azure Functions, including its core functionalities and essential tools, along with understanding how to debug and even customize Azure Functions. In addition to this, the book will take you through how you can effectively implement DevOps and automation in your working environment. Toward the concluding chapters, you'll cover some quick tips, troubleshooting techniques, and real-world serverless use cases that will help you make the most of serverless computing.By the end of this book, you will have gained the skills you need to develop and deliver cost-effective Azure serverless solutions.

C++ Data Structures and Algorithm Design Principles. Leverage the power of modern C++ to build robust and scalable applications

John Carey, Shreyans Doshi, Payas Rajan

C++ is a mature multi-paradigm programming language that enables you to write high-level code with a high degree of control over the hardware. Today, significant parts of software infrastructure, including databases, browsers, multimedia frameworks, and GUI toolkits, are written in C++.This book starts by introducing C++ data structures and how to store data using linked lists, arrays, stacks, and queues. In later chapters, the book explains the basic algorithm design paradigms, such as the greedy approach and the divide-and-conquer approach, which are used to solve a large variety of computational problems. Finally, you will learn the advanced technique of dynamic programming to develop optimized implementations of several algorithms discussed in the book.By the end of this book, you will have learned how to implement standard data structures and algorithms in efficient and scalable C++ 14 code.

Getting Started with Web Components. Build modular and reusable components using HTML, CSS and JavaScript

Prateek Jadhwani

Web Components are a set of APIs that help you build reusable UI modules that can operate in any modern browser using just Vanilla JavaScript. The power of Web Components lies in their ability to build frontend web applications with or without web frameworks.With this practical guide, you will understand how Web Components can help you build reusable UI components for your modern web apps. The book starts by explaining the fundamentals of Web Components' design and strategies for using them in your existing frontend web projects. You will also learn how to use JavaScript libraries such as Polymer.js and Stencil.js for building practical components. As you progress, you will build a single-page application using only Web Components to fully realize their potential. This practical guide demonstrates how to work with Shadow DOM and custom elements to build the standard components of a web application. Toward the end of the book, you will learn how to integrate Web Components with standard web frameworks to help you manage large-scale web applications.By the end of this book, you will have learned about the capabilities of Web Components in building custom elements and have the necessary skills for building a reusable UI for your web applications.

Learn Java 17 Programming. Learn the fundamentals of Java Programming with this updated guide with the latest features - Second Edition

Nick Samoylov

Java is one of the most preferred languages among developers. It is used in everything right from smartphones and game consoles to even supercomputers, and its new features simply add to the richness of the language.This book on Java programming begins by helping you learn how to install the Java Development Kit. You’ll then focus on understanding object-oriented programming (OOP), with exclusive insights into concepts such as abstraction, encapsulation, inheritance, and polymorphism, which will help you when programming for real-world apps. Next, you’ll cover fundamental programming structures of Java such as data structures and algorithms that will serve as the building blocks for your apps with the help of sample programs and practice examples. You’ll also delve into core programming topics that will assist you with error handling, debugging, and testing your apps. As you progress, you’ll move on to advanced topics such as Java libraries, database management, and network programming and also build a sample project to help you understand the applications of these concepts.By the end of this Java book, you’ll not only have become well-versed with Java 17 but also gained a perspective into the future of this language and have the skills to code efficiently with best practices.

Drush for Developers. Effectively manage Drupal projects using Drush

Juan Pablo Novillo Requena

Web App Testing Using Knockout.JS. Design, implement, and maintain a fully tested JavaScript web application using Knockout.JS

Roberto Messora

Drupal 8 Theming with Twig. Master Drupal 8’s new Twig templating engine to create fun and fast websites with simple steps to help you move from concept to completion

Chaz Chumley

Drupal 8 is an open source content management system and powerful framework that helps deliver great websites to individuals and organizations, including non-profits, commercial, and government around the globe. This new release has been built on top of object-oriented PHP and includes more than a handful of improvements such as a better user experience, cleaner HTML5 markup, a new templating engine called Twig, multilingual capabilities, new configuration management, and effortless content authoring. Drupal 8 will quickly become the new standard for deploying content to both the web and mobile applications. However, with so many new changes, it can quickly become overwhelming knowing where to start and how to quickly.Starting from the bottom up, we will install, set up, and configure Drupal 8. We’ll navigate the Admin interface so you can learn how to work with core themes and create new custom block layouts. Walk through a real-world project to create a Twig theme from concept to completion while adopting best practices to implement CSS frameworks and JavaScript libraries. We will see just how quick and easy it is to create beautiful, responsive Drupal 8 websites while avoiding the common mistakes that many front-end developers make.

Getting Started with Docker and AI. Unlock the power of Docker and AI to revolutionize app deployment and workflows - Second Edition

Nigel Poulton

This book serves as a comprehensive introduction to Docker, offering readers a solid foundation in containers, images, and registries. It begins with the essentials, including the benefits of containers and their role in modern application development. Step-by-step instructions guide you through building, testing, and deploying containerized applications, providing hands-on experience in creating scalable and efficient systems. Chapters on Docker Compose and multi-container apps introduce workflows to simplify the management of complex applications.A dedicated section explores the integration of AI with Docker, presenting practical use cases such as deploying containerized chatbots and utilizing AI models in Docker environments. Readers will learn how to build, deploy, and manage containerized AI solutions effectively. With clear explanations and real-world examples, the book equips readers with the skills to leverage Docker for application development and AI integration. By the end, you'll be ready to apply Docker and AI in practical scenarios, improving system performance, scalability, and innovation.

Moodle 1.9: The English Teacher's Cookbook. 80 simple but incredibly effective recipes for teaching reading comprehension, writing, and composing using Moodle 1.9

Moodle Trust, Silvina P. Hillar, Silvina Paola Hillar

Connecting the ideas of students is one of the most difficult tasks to carry out in the teaching process. Performing these types of tasks through Moodle will help you overcome complex situations while you teach. If you are looking for a guide that will show you how to improve your skills in using Moodle, as well as enhance your way of teaching in virtual classrooms, your search ends right here.This cookbook provides a practical, step-by-step guide to building a complete reading comprehension, writing, and composition course in Moodle 1.9 starting with simple activities and ending with complex ones. It covers many features and techniques in order to allow you to organize your ideas to improve writing using Moodle as a virtual learning platform.This book begins with simple activities in order to enhance students' writing, such as connecting activities developed in different ways either using Moodle or free and open source software available in the Web 2.0. Then, it moves into matching images and different pieces of writing; it shows how to import different pictures to the Moodle course in different ways. It caters for a great variety of images that will brighten the creativity of students.Then reading comprehension is explored from the characters' point of view; students should explore the reading in such a way to become part of it and write as if they were part of the story.Twitter and Facebook social networks are embedded in the Moodle course in order to invent stories, create group works, and create social on fashion interaction hand in hand with the virtual classroom. There are step-by-step activities involving these websites and inserting Ishikawa's management technique in order to enhance group writing.Once you have reached this point of the book there are other writing techniques explored such as mathematical association to writing, cube technique, discussion clock, mind mapping, and tree diagrams among others. A step-by-step guide is provided for creating these techniques, uploading them into the Moodle course, and creating the writing activity.The book covers writing sentences, poems, songs, descriptions, compositions, essays, articles, cartoons, ads, and creating and describing superheroes.

Mobile Development with .NET. Build cross-platform mobile applications with Xamarin.Forms 5 and ASP.NET Core 5 - Second Edition

Can Bilgin

Are you a .NET developer who wishes to develop mobile solutions without delving into the complexities of a mobile development platform? If so, this book is a perfect solution to help you build professional mobile apps without leaving the .NET ecosystem.Mobile Development with .NET will show you how to design, architect, and develop robust mobile applications for multiple platforms, including iOS, Android, and UWP using Xamarin, .NET Core, and Azure.With the help of real-world scenarios, you'll explore different phases of application development using Xamarin, from environment setup, design, and architecture to publishing. Throughout the book, you'll learn how to develop mobile apps using Xamarin and .NET Standard. You'll even be able to implement a web-based backend composed of microservices with .NET Core using various Azure services including, but not limited to, Azure Active Directory, Azure Functions. As you advance, you'll create data stores using popular database technologies such as Cosmos DB and data models such as the relational model and NoSQL.By the end of this mobile application development book, you'll be able to create cross-platform mobile applications that can be deployed as cloud-based PaaS and SaaS.

Cross-Platform Development with Qt 6 and Modern C++. Design and build applications with modern graphical user interfaces without worrying about platform dependency

Nibedit Dey

Qt is a cross-platform application development framework widely used for developing applications that can run on a wide range of hardware platforms with little to no change in the underlying codebase. If you have basic knowledge of C++ and want to build desktop or mobile applications with a modern graphical user interface (GUI), Qt is the right choice for you. Cross-Platform Development with Qt 6 and Modern C++ helps you understand why Qt is one of the favorite GUI frameworks adopted by industries worldwide, covering the essentials of programming GUI apps across a multitude of platforms using the standard C++17 and Qt 6 features.Starting with the fundamentals of the Qt framework, including the features offered by Qt Creator, this practical guide will show you how to create classic user interfaces using Qt Widgets and touch-friendly user interfaces using Qt Quick. As you advance, you'll explore the Qt Creator IDE for developing applications for multiple desktops as well as for embedded and mobile platforms. You will also learn advanced concepts about signals and slots. Finally, the book takes you through debugging and testing your app with Qt Creator IDE.By the end of this book, you'll be able to build cross-platform applications with a modern GUI along with the speed and power of native apps.

Microsoft Exchange Server 2013 PowerShell Cookbook. Benefit from over 120 recipes that tackle the everyday issues that arise with Microsoft Exchange Server. Using PowerShell you'll learn to add scripts that provide new functions and efficiencies. Only basic knowledge required. - Second Edition

Jonas Andersson, Mike Pfeiffer

Microsoft Exchange Server 2013 is a complex messaging system. Windows PowerShell 3 can be used in conjunction with Exchange Server 2013 to automate and manage routine and complex tasks to save time, money, and eliminate errors.Microsoft Exchange Server 2013 PowerShell Cookbook: Second Edition offers more than 120 recipes and solutions to everyday problems and tasks encountered in the management and administration of Exchange Server. If you want to write scripts that help you create mailboxes, monitor server resources, and generate detailed reports, then this Cookbook is for you. This practical guide to Powershell and Exchange Server 2013 will help you automate and manage time-consuming and reoccurring tasks quickly and efficiently. Starting by going through key PowerShell concepts and the Exchange Management Shell, this book will get you automating tasks that used to take hours in no time.With practical recipes on the management of recipients and mailboxes as well as distribution groups and address lists, this book will save you countless hours on repetitive tasks. Diving deeper, you will then manage your mailbox database, client access, and your transport servers with simple but effective scripts.This book finishes with advanced recipes on Exchange Server problems such as server monitoring as well as maintaining high availability and security. If you want to control every aspect of Exchange Server 2013 and learn how to save time with PowerShell, then this cookbook is for you.

Microsoft Azure: Enterprise Application Development. Straight talking advice on how to design and build enterprise applications for the cloud

Richard J. Dudley, Nathan A. Duchene, Richard James Dudley, Nathan Duchene

Microsoft's Azure platform has proved itself to be a highly scalable and highly available platform for enterprise applications. Despite a familiar development model, there is a difference between developing for Azure and moving applications and data into the cloud. You need to be aware of how to technically implement large-scale elastic applications. In this book, the authors develop an Azure application and discuss architectural considerations and important decision points for hosting an application on Azure.This book is a fast-paced introduction to all the major features of Azure, with considerations for enterprise developers. It starts with an overview of cloud computing in general, followed by an overview of Microsoft's Azure platform, and covers Windows Azure, SQL Azure, and AppFabric, discussing them with the help of a case-study.The book guides you through setting up the tools needed for Azure development, and outlines the sample application that will be built in the later chapters. Each subsequent chapter focuses on one aspect of the Azure platform—web roles, queue storage, SQL Azure, and so on—discussing the feature in greater detail and then providing a programming example by building parts of the sample application. Important architectural and security considerations are discussed with each Azure feature.The authors cover topics that are important to enterprise development, such as transferring data from an on-premises database to SQL Azure using SSIS, securing an application using AppFabric access control, blob and table storage, and asynchronous messaging using Queue Storage. Readers will learn to leverage the use of queues and worker roles for the separation of responsibilities between web and worker roles, enabling linear scale out of an Azure application through the use of additional instances. A truly elastic application is one that can be scaled up or down quickly to match resources to demand as well as control costs; with the practices in this book you will achieve application elasticity.

Learn Penetration Testing. Understand the art of penetration testing and develop your white hat hacker skills

Rishalin Pillay

Sending information via the internet is not entirely private, as evidenced by the rise in hacking, malware attacks, and security threats. With the help of this book, you'll learn crucial penetration testing techniques to help you evaluate enterprise defenses.You'll start by understanding each stage of pentesting and deploying target virtual machines, including Linux and Windows. Next, the book will guide you through performing intermediate penetration testing in a controlled environment. With the help of practical use cases, you'll also be able to implement your learning in real-world scenarios. By studying everything from setting up your lab, information gathering and password attacks, through to social engineering and post exploitation, you'll be able to successfully overcome security threats. The book will even help you leverage the best tools, such as Kali Linux, Metasploit, Burp Suite, and other open source pentesting tools to perform these techniques. Toward the later chapters, you'll focus on best practices to quickly resolve security threats.By the end of this book, you'll be well versed with various penetration testing techniques so as to be able to tackle security threats effectively