Time Series Analysis on AWS. Learn how to build forecasting models and detect anomalies in your time series data

Michaël Hoarau

Being a business analyst and data scientist, you have to use many algorithms and approaches to prepare, process, and build ML-based applications by leveraging time series data, but you face common problems, such as not knowing which algorithm to choose or how to combine and interpret them. Amazon Web Services (AWS) provides numerous services to help you build applications fueled by artificial intelligence (AI) capabilities. This book helps you get to grips with three AWS AI/ML-managed services to enable you to deliver your desired business outcomes.The book begins with Amazon Forecast, where you’ll discover how to use time series forecasting, leveraging sophisticated statistical and machine learning algorithms to deliver business outcomes accurately. You’ll then learn to use Amazon Lookout for Equipment to build multivariate time series anomaly detection models geared toward industrial equipment and understand how it provides valuable insights to reinforce teams focused on predictive maintenance and predictive quality use cases. In the last chapters, you’ll explore Amazon Lookout for Metrics, and automatically detect and diagnose outliers in your business and operational data.By the end of this AWS book, you’ll have understood how to use the three AWS AI services effectively to perform time series analysis.

Practical Cybersecurity Architecture. A guide to creating and implementing robust designs for cybersecurity architects

Ed Moyle, Diana Kelley

Cybersecurity architects work with others to develop a comprehensive understanding of the business' requirements. They work with stakeholders to plan designs that are implementable, goal-based, and in keeping with the governance strategy of the organization.With this audiobook, you'll explore the fundamentals of cybersecurity architecture: addressing and mitigating risks, designing secure solutions, and communicating with others about security designs. The book outlines strategies that will help you work with execution teams to make your vision a concrete reality, along with covering ways to keep designs relevant over time through ongoing monitoring, maintenance, and continuous improvement. As you progress, you'll also learn about recognized frameworks for building robust designs as well as strategies that you can adopt to create your own designs.By the end of this audiobook, you will have the skills you need to be able to architect solutions with robust security components for your organization, whether they are infrastructure solutions, application solutions, or others.

Data Cleaning and Exploration with Machine Learning. Get to grips with machine learning techniques to achieve sparkling-clean data quickly

Michael Walker

Many individuals who know how to run machine learning algorithms do not have a good sense of the statistical assumptions they make and how to match the properties of the data to the algorithm for the best results.As you start with this book, models are carefully chosen to help you grasp the underlying data, including in-feature importance and correlation, and the distribution of features and targets. The first two parts of the book introduce you to techniques for preparing data for ML algorithms, without being bashful about using some ML techniques for data cleaning, including anomaly detection and feature selection. The book then helps you apply that knowledge to a wide variety of ML tasks. You’ll gain an understanding of popular supervised and unsupervised algorithms, how to prepare data for them, and how to evaluate them. Next, you’ll build models and understand the relationships in your data, as well as perform cleaning and exploration tasks with that data. You’ll make quick progress in studying the distribution of variables, identifying anomalies, and examining bivariate relationships, as you focus more on the accuracy of predictions in this book.By the end of this book, you’ll be able to deal with complex data problems using unsupervised ML algorithms like principal component analysis and k-means clustering.

Administering ArcGIS for Server. ArcGIS for Server may be relatively new technology, but it doesn’t have to be daunting. This book will take you step by step through the whole process, from customizing the architecture to effective troubleshooting

Hussein Nasser

WordPress for Education. Create interactive and engaging e-learning websites with WordPress book and

Adam D. Scott, Adam Scott

WordPress is typically known as a platform for blogging. However, the versatility and simplicity of WordPress makes it the perfect solution for the needs of professional educators. WordPress for Education guides readers through the practical applications of WordPress in a classroom setting. Readers will gain an understanding of the WordPress platform and how it can be used to create powerful classroom websites.WordPress for Education guides educators through the process of setting up a typical class website, creating student blogs, and using WordPress to power a learning management system. WordPress for Education provides clear and practical examples for using WordPress within the classroom. It will empower educators to create useful and engaging e-learning websites.Through the examples given in the book, you will gain an understanding of how to use WordPress to build an engaging and easy to update e-learning website. You will also learn about a variety of WordPress plugins that extend its abilities and usefulness in an educational environment, such as creating student blogs, keeping track of classroom events, managing coursework, and developing a classroom social network.

Agile Technical Practices Distilled. A learning journey in technical practices and principles of software design

Pedro M. Santos, Marco Consolaro, Alessandro Di Gioia

The number of popular technical practices has grown exponentially in the last few years. Learning the common fundamental software development practices can help you become a better programmer. This book uses the term Agile as a wide umbrella and covers Agile principles and practices, as well as most methodologies associated with it. You’ll begin by discovering how driver-navigator, chess clock, and other techniques used in the pair programming approach introduce discipline while writing code. You’ll then learn to safely change the design of your code using refactoring. While learning these techniques, you’ll also explore various best practices to write efficient tests. The concluding chapters of the book delve deep into the SOLID principles - the five design principles that you can use to make your software more understandable, flexible and maintainable. By the end of the book, you will have discovered new ideas for improving your software design skills, the relationship within your team, and the way your business works.

R: Unleash Machine Learning Techniques. Smarter data analytics

Brett Lantz, Cory Lesmeister, Dipanjan Sarkar, Raghav Bali

R is the established language of data analysts and statisticians around the world. And you shouldn’t be afraid to use it…This Learning Path will take you through the fundamentals of R and demonstrate how to use the language to solve a diverse range of challenges through machine learning. Accessible yet comprehensive, it provides you with everything you need to become more a more fluent data professional, and more confident with R. In the first module you’ll get to grips with the fundamentals of R. This means you’ll be taking a look at some of the details of how the language works, before seeing how to put your knowledge into practice to build some simple machine learning projects that could prove useful for a range of real world problems.For the following two modules we’ll begin to investigate machine learning algorithms in more detail. To build upon the basics, you’ll get to work on three different projects that will test your skills. Covering some of the most important algorithms and featuring some of the most popular R packages, they’re all focused on solving real problems in different areas, ranging from finance to social media.This Learning Path has been curated from three Packt products:• R Machine Learning By Example By Raghav Bali, Dipanjan Sarkar• Machine Learning with R - Second Edition By Brett Lantz• Mastering Machine Learning with R By Cory Lesmeister

Python GUI Programming - A Complete Reference Guide. Develop responsive and powerful GUI applications with PyQt and Tkinter

Alan D. Moore, B. M. Harwani

A responsive graphical user interface (GUI) helps you interact with your application, improves user experience, and enhances the efficiency of your applications. With Python, you’ll have access to elaborate GUI frameworks that you can use to build interactive GUIs that stand apart from the rest.This Learning Path begins by introducing you to Tkinter and PyQt, before guiding you through the application development process. As you expand your GUI by adding more widgets, you'll work with networks, databases, and graphical libraries that enhance its functionality. You'll also learn how to connect to external databases and network resources, test your code, and maximize performance using asynchronous programming. In later chapters, you'll understand how to use the cross-platform features of Tkinter and Qt5 to maintain compatibility across platforms. You’ll be able to mimic the platform-native look and feel, and build executables for deployment across popular computing platforms.By the end of this Learning Path, you'll have the skills and confidence to design and build high-end GUI applications that can solve real-world problems.This Learning Path includes content from the following Packt products:Python GUI Programming with Tkinter by Alan D. MooreQt5 Python GUI Programming Cookbook by B. M. Harwani

Moodle 1.9 Top Extensions Cookbook. Over 60 simple and incredibly effective recipes for harnessing the power of the best Moodle modules to create effective online learning sites

Michael De Raadt, Moodle Trust

Moodle is growing at a seemingly unstoppable rate. One of the key reasons for its popularity lies in its potential to extend with modules, thus making the site easier to administer, add new features, and completely change the way it looks. This book finds you the best Moodle modules, teaches you how to install them, and helps you to master their configuration.There are hundreds of Moodle modules available. Find out which you can trust and how to put them to work. This practical book gives you hands-on experience on using and managing Moodle modules, thus making your learning website feature-rich. It covers many features and techniques in order to allow you to organize your ideas to improve teaching using Moodle as a virtual learning platformThis book begins with simple activities such as adding and installing modules. Then, it moves to a very interesting topic about the integration of multimedia into Moodle, covering major multimedia elements such as images, audio, and video.Social networking applications like Twitter and Facebook are embedded in the Moodle course in order to invent stories, create group works, and create social team interactions with the virtual classroom. 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 videos.The book ends with a chapter full of simple challenges such as adding educational games. This book is written to help you find modules that will be useful to you and your students, and to show examples of how these modules can be setup and used in teaching.

Deep Learning with TensorFlow and Keras. Build and deploy supervised, unsupervised, deep, and reinforcement learning models - Third Edition

Amita Kapoor, Antonio Gulli, Sujit Pal, François Chollet

Deep Learning with TensorFlow and Keras teaches you neural networks and deep learning techniques using TensorFlow (TF) and Keras. You'll learn how to write deep learning applications in the most powerful, popular, and scalable machine learning stack available.TensorFlow 2.x focuses on simplicity and ease of use, with updates like eager execution, intuitive higher-level APIs based on Keras, and flexible model building on any platform. This book uses the latest TF 2.0 features and libraries to present an overview of supervised and unsupervised machine learning models and provides a comprehensive analysis of deep learning and reinforcement learning models using practical examples for the cloud, mobile, and large production environments.This book also shows you how to create neural networks with TensorFlow, runs through popular algorithms (regression, convolutional neural networks (CNNs), transformers, generative adversarial networks (GANs), recurrent neural networks (RNNs), natural language processing (NLP), and graph neural networks (GNNs)), covers working example apps, and then dives into TF in production, TF mobile, and TensorFlow with AutoML.

Learning ArcGIS Runtime SDK for .NET. Build a GIS app Using ArcGIS Runtime SDK

Ron Vincent

ArcGIS is a geographic information system (GIS) that enables you to work with maps and geographic information. It can be used to create and utilize maps, compile geographic data, analyze mapped information, share and discover geographic information and manage geographic information in a database.This book starts by showing you where ArcGIS Runtime fits within Esri’s overall platform strategy. You'll create an initial map using the SDK, then use it to get an understanding of the MVVM model. You'll find out about the different kinds of layers and start adding layers, and you'll learn to transform maps into a 3D scene. The next chapters will help you comprehend and extract information contained in the maps using co-ordinates and layer objects. Towards the end, you will learn to set the symbology, decide whether to use 2D or 3D, see how to implement 2D or 3D, and learn to search and find objects. You'll also get to grips with many other standard features of the Application Programming Interface (API), including create applications and finally testing, licensing, and deploying them. Once completed, you will be able to meet most of the common requirements of any mapping application for desktop or mobile platforms.

Extending Unity with Editor Scripting. Put Unity to use for your video games by creating your own custom tools with editor scripting

Angelo Tadres, Angelo R Tadres Bustamante

Learning Stencyl 3.x Game Development: Beginner's Guide. You don't need to know anything about game development or computer programming when you use the Stencyl toolkit. This book guides you through the whole process of creating a game, publishing and profiting from it

lnnes Borkwood, INNES BORKWOOD

Creating video games has traditionally been a long and complicated process, requiring years of experience and a vast array of skills. However, with the introduction of comprehensive game-development toolkits such as Stencyl, the fun has returned to the art of game-creation ‚Äì anyone who has the desire to create their own video game can now do so with almost any desktop computer and a free software download from the Internet!Learning Stencyl 3.x Game Development: Beginner's Guide will put you on the fast-track to learning the essentials of the powerful Stencyl game-development toolkit. You will develop a complete, ready-to-publish video game including in-game advertising, by following the clear, step-by-step tutorials, supported by numerous screenshots and practical examples.This book will guide you through all the important steps required to develop and publish your video game. Starting with the installation and testing of the Stencyl toolkit, you will very quickly advance to the fun and exciting process of creating a playable game. The step-by-step tutorials will guide you from a blank screen, right through to giving your game that final polish and sharing it with the rest of the world.Whilst developing your feature-complete video game, you will learn how to easily detect collisions in your game using Stencyl's built-in physics engine. You'll discover how to use the powerful animation tools included in Stencyl's toolkit, and you'll find out how to make your game shine with sounds and visual special effects. You will also discover how Stencyl makes it easy to utilize the touch-screen and accelerometer features of smartphones and tablet computers.You will learn all the essential skills required to develop a video game from scratch ‚Äì right through to publishing a game on the Internet and testing games  on the most popular mobile devices.

Mastering Blazor WebAssembly. A step-by-step guide to developing advanced single-page applications with Blazor WebAssembly

Ahmad Mozaffar

Blazor WebAssembly is a revolutionary technology in software development that enables you to develop web applications with a rich user interface using C# without JavaScript. It can be run natively in the browser and soon on mobile apps with .NET MAUI, making it a superweapon in the .NET developer’s toolbox. This capability has opened the doors for the JavaScript community to have a stable framework to build single page applications (SPAs) maintained by Microsoft and driven by the community.Mastering Blazor WebAssembly is a complete resource that teaches you everything you need to build client-side web applications using C# & .NET 7.0. Throughout this book, you’ll discover the anatomy of a Blazor WebAssembly project, along with the build, style, and structure of the components. You’ll implement forms to catch user input and collect data, as well as explore the topics of navigating between the pages in depth. The chapters will guide you through handling complex scenarios like RenderTrees, writing efficient unit tests, using variant security methods, and publishing the app to different providers, all in a practical manner.By the end of this book, you’ll have the skills necessary to build web apps with Blazor WebAssembly, along with the basics for a future in mobile development with .NET MAUI and Blazor.

Learning Anime Studio. Bring life to your imagination with the power of Anime Studio

Chad Troftgruben

Databricks Certified Associate Developer for Apache Spark Using Python. The ultimate guide to getting certified in Apache Spark using practical examples with Python

Saba Shah, Rod Waltermann

With extensive data being collected every second, computing power cannot keep up with this pace of rapid growth. To make use of all the data, Spark has become a de facto standard for big data processing. Migrating data processing to Spark will not only help you save resources that will allow you to focus on your business, but also enable you to modernize your workloads by leveraging the capabilities of Spark and the modern technology stack for creating new business opportunities.This book is a comprehensive guide that lets you explore the core components of Apache Spark, its architecture, and its optimization. You’ll become familiar with the Spark dataframe API and its components needed for data manipulation. Next, you’ll find out what Spark streaming is and why it’s important for modern data stacks, before learning about machine learning in Spark and its different use cases. What’s more, you’ll discover sample questions at the end of each section along with two mock exams to help you prepare for the certification exam.By the end of this book, you’ll know what to expect in the exam and how to pass it with enough understanding of Spark and its tools. You’ll also be able to apply this knowledge in a real-world setting and take your skillset to the next level.

The Microsoft Outlook Ideas Book. How to organise and manage yourself, your team, and your activities with Microsoft Outlook and Exchange with this book and

Barbara March

Microsoft Outlook, in tandem with Microsoft Exchange Server, provides a powerful environment for sharing information. This book will show you how to take advantage of that to construct solutions for your business or organization from the features of Outlook.This book is a collection of scenarios that incorporate and link many Outlook components to produce surprisingly powerful functionality.Without the need for code or specially-written applications, you will be extracting information from your Outlook Calendar, Contacts and Tasks folders to create solutions like these:Monitoring staff leave and printing schedules Managing meeting rooms and printing invoices Managing fleet vehicles, their records, and servicing Managing a school class calendar, student records, attendance, assignments, and reports

Get Your Hands Dirty on Clean Architecture. A hands-on guide to creating clean web applications with code examples in Java

Tom Hombergs

We would all like to build software architecture that yields adaptable and flexible software with low development costs. But, unreasonable deadlines and shortcuts make it very hard to create such an architecture.Get Your Hands Dirty on Clean Architecture starts with a discussion about the conventional layered architecture style and its disadvantages. It also talks about the advantages of the domain-centric architecture styles of Robert C. Martin's Clean Architecture and Alistair Cockburn's Hexagonal Architecture. Then, the book dives into hands-on chapters that show you how to manifest a hexagonal architecture in actual code. You'll learn in detail about different mapping strategies between the layers of a hexagonal architecture and see how to assemble the architecture elements into an application. The later chapters demonstrate how to enforce architecture boundaries. You'll also learn what shortcuts produce what types of technical debt and how, sometimes, it is a good idea to willingly take on those debts.After reading this book, you'll have all the knowledge you need to create applications using the hexagonal architecture style of web development.

Advanced Microsoft Content Management Server Development. Working with the Publishing API, Placeholders, Search, Web Services, RSS, and Sharepoint Integration

Stefan Gossner, Lim Mei Ying, Angus Logan, Andrew Connell

Microsoft Content Management Server 2002 is a dynamic web publishing system with which you can build websites quickly and cost-efficiently. MCMS provides the administration, authoring, and data management functionality, and you provide the website interface, logic, and workflow. Microsoft SharePoint Portal Server (SPS) also features in the book. SPS 2003 enables enterprises to deploy an intelligent portal that seamlessly connects users, teams, and knowledge so that people can take advantage of relevant information across business processes to help them work more efficiently.You've mastered the basics of MCMS, and setup your own MCMS installation. You've only scratched the surface. This book is your gateway to squeezing every penny from your investment in MCMS and SPS, and making these two applications work together to provide an outstanding richness of content delivery and easy maintainability. As a developer, the Publishing API (PAPI) is at the heart of your work with MCMS, and this book starts by taking you on the most detailed tour of the PAPI you will find anywhere. As a live example, a component that reveals the structure of your MCMS site is created, taking you through how to manage the common elements of MCMS programmatically. Getting SharePoint and MCMS to work together is the next stop in the book. You will see how to use SharePoint's search engine to search MCMS content, publish content between the two systems, and create SharePoint Web Parts to draw content from MCMS.To ease your everyday work with MCMS, there are chapters on placeholder validation, and some useful custom placeholders for common MCMS tasks, such as a date-time picker, a placeholder for multiple attachments, and a DataGrid placeholder among others. There are a number of ways to consume MCMS content from the outside world, and we look at two exciting ways here; RSS and InfoPath/Web Services. The InfoPath solution provides another interface to MCMS content that allows content authors to concentrate on content and not the presentation. The book is rounded off with a number of must-have MCMS tips and tricks.Revert a posting to a previous version Change a postingÔø???s template Build a recycle bin Deal with links to deleted resources Update a postingÔø???s properties directly from a template file Re-write ugly URLs to friendly URLs Export resource gallery items using the site deployment API (SDAPI) Configure the position and size of the Web Author Console Dialogs Get frames and IFrames to work correctly in a template file

Drupal 5 Views Recipes. 94 recipes to develop custom content displays for your Drupal web site

Marjorie Roswell, Dries Buytaert

The Drupal View modules give you flexibility and freedom to customize the display of your web site's content. Although there are more than 100 views-enabled modules, few site administrators use Drupal Views to its full potential.This book will enable you to realize the fullest potential of this powerful resource by providing a wide variety of powerful recipes for creating and displaying a wide variety of views ñ essential classics you will use again and again to innovative display methods that will make your Drupal site stand out. Pick and choose the ones you would like to prepare for your web site.In this book you will find ninety-four recipes to create a wide selection of views. The list includes event listings, interactive calendars and timelines, maps, proximity search, podcasting, carousels, Views Fusion, and many more. You will also explore default views, views with CCK, and master a variety of ways to associate views with related content.Most people think of Views for site visitors. But Views can also be handy for site administrators. You will get to know the Views Bulk Operations module, along with Editable Fields, and Views Custom Fields. (You'll probably wonder why you never used them before!)If you want to take Views to the next level, the book contains a code-rich chapter on theming. However, you will find most of the recipes detailed by the author do not require any original coding at all.As you progress through the recipes, you will be immersed in such Drupal Views topics as fields, arguments, filters, exposed filters, sorting, style plug-ins, formatters, cloning and copying views.Because Drupal is a worldwide and ever adapting system, the author also includes great tips and resources for navigating the online Drupal community and expanding your knowledge of the recipes.Finally, there is an extensive Appendix, which includes listings of all default views, formatters and style plug-ins for Drupal 5, along with a categorized list of patches.

Natural Language Processing with Java. Explore various approaches to organize and extract useful text from unstructured data using Java

Richard M. Reese

SketchUp 2014 for Architectural Visualization. Create stunning photorealistic and artistic visuals of your SketchUp models

Robin de Jongh, Thomas Bleicher

AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide. The definitive guide to passing the MLS-C01 exam on the very first attempt

Somanath Nanda, Weslley Moura

The AWS Certified Machine Learning Specialty exam tests your competency to perform machine learning (ML) on AWS infrastructure. This book covers the entire exam syllabus using practical examples to help you with your real-world machine learning projects on AWS.Starting with an introduction to machine learning on AWS, you'll learn the fundamentals of machine learning and explore important AWS services for artificial intelligence (AI). You'll then see how to prepare data for machine learning and discover a wide variety of techniques for data manipulation and transformation for different types of variables. The book also shows you how to handle missing data and outliers and takes you through various machine learning tasks such as classification, regression, clustering, forecasting, anomaly detection, text mining, and image processing, along with the specific ML algorithms you need to know to pass the exam. Finally, you'll explore model evaluation, optimization, and deployment and get to grips with deploying models in a production environment and monitoring them.By the end of this book, you'll have gained knowledge of the key challenges in machine learning and the solutions that AWS has released for each of them, along with the tools, methods, and techniques commonly used in each domain of AWS ML.

Repeatability, Reliability, and Scalability through GitOps. Continuous delivery and deployment codified

Bryan Feuling

The world of software delivery and deployment has come a long way in the last few decades. From waterfall methods to Agile practices, every company that develops its own software has to overcome various challenges in delivery and deployment to meet customer and market demands. This book will guide you through common industry practices for software delivery and deployment.Throughout the book, you'll follow the journey of a DevOps team that matures their software release process from quarterly deployments to continuous delivery using GitOps. With the help of hands-on tutorials, projects, and self-assessment questions, you'll build your knowledge of GitOps basics, different types of GitOps practices, and how to decide which GitOps practice is the best for your company. As you progress, you'll cover everything from building declarative language files to the pitfalls in performing continuous deployment with GitOps.By the end of this book, you'll be well-versed with the fundamentals of delivery and deployment, the different schools of GitOps, and how to best leverage GitOps in your teams.