Machine Learning with Python. Unlocking AI Potential with Python and Machine Learning

Oliver Theobald

The course starts by setting the foundation with an introduction to machine learning, Python, and essential libraries, ensuring you grasp the basics before diving deeper. It then progresses through exploratory data analysis, data scrubbing, and pre-model algorithms, equipping you with the skills to understand and prepare your data for modeling.The journey continues with detailed walkthroughs on creating, evaluating, and optimizing machine learning models, covering key algorithms such as linear and logistic regression, support vector machines, k-nearest neighbors, and tree-based methods. Each section is designed to build upon the previous, reinforcing learning and application of concepts.Wrapping up, the course introduces the next steps, including an introduction to Python for newcomers, ensuring a comprehensive understanding of machine learning applications.

Endpoint Detection and Response Essentials. Explore the landscape of hacking, defense, and deployment in EDR

Guven Boyraz

In this data-driven age, safeguarding sensitive data and privacy has become paramount, demanding a deep understanding of the intricacies of cyberspace and its associated threats. With a focus on endpoint defense, Endpoint Detection and Response Essentials guides you in implementing EDR solutions to stay ahead of attackers and ensure the overall security posture of your IT infrastructure.Starting with an insightful introduction to EDR and its significance in the modern cyber threat landscape, this book offers a quick overview of popular EDR tools followed by their practical implementation. From real-world case studies, best practices, and deployment strategies to maximizing the effectiveness of EDR, including endpoint hardening techniques and advanced DNS visibility methods, this comprehensive resource equips you with the knowledge and hands-on skills to strengthen your organization’s defense against cyber attacks. Recognizing the role of the DNS protocol, you’ll fortify your organization's endpoint defense proactively.By the end of this book, you'll have honed the skills needed to construct a resilient cybersecurity defense for yourself and your organization.

Practical Arduino Robotics. A hands-on guide to bringing your robotics ideas to life using Arduino

Lukas Kaul

Every robot needs a “brain,” and the Arduino platform provides an incredibly accessible way to bring your Arduino robot to life. Anyone can easily learn to build and program their own robots with Arduino for hobby and commercial uses, making Arduino-based robots the popular choice for school projects, college courses, and the rapid prototyping of industrial applications!Practical Arduino Robotics is a comprehensive guide that equips you with the necessary skills and techniques that can be applied to various projects and applications, from automating repetitive tasks in a laboratory to building engaging mobile robots.Building on basic knowledge of programming and electronics, this book teaches you how to choose the right components, such as Arduino boards, sensors, and motors, and write effective code for your robotics project, including the use of advanced third-party Arduino libraries and interfaces, such as Analog, SPI, I2C, PWM, and UART. You'll also learn different ways to command your robots wirelessly, such as over Wi-Fi. Finally, with basic to advanced project examples, this book illustrates how to build exciting autonomous robots like a self-balancing telepresence robot.By the end of this book, you'll be able to design and create your own custom robots for a wide variety of applications.

Quantum Chemistry and Computing for the Curious. Illustrated with Python and Qiskit® code

Keeper L. Sharkey, Alain Chancé, Alex Khan

Explore quantum chemical concepts and the postulates of quantum mechanics in a modern fashion, with the intent to see how chemistry and computing intertwine. Along the way you’ll relate these concepts to quantum information theory and computation. We build a framework of computational tools that lead you through traditional computational methods and straight to the forefront of exciting opportunities. These opportunities will rely on achieving next-generation accuracy by going further than the standard approximations such as beyond Born-Oppenheimer calculations.Discover how leveraging quantum chemistry and computing is a key enabler for overcoming major challenges in the broader chemical industry. The skills that you will learn can be utilized to solve new-age business needs that specifically hinge on quantum chemistry

Learning Boost C++ Libraries. Solve practical programming problems using powerful, portable, and expressive libraries from Boost

Arindam Mukherjee

IBM Cognos TM1 Developer's Certification guide. Preparing for your COG-310 certification is more engaging and enjoyable with this tutorial because it takes a hands-on approach and teaches through examples. There are also self-test sections for each exam topic

James D. Miller

IBM Cognos TM1 is enterprise planning software that provides a complete, dynamic environment for developing timely, reliable and personalized forecasts and budgets. It is a real time, in memory tool that helps any sized business perform planning, budgeting and forecasting as well as other financial exercises. This book prepares you to master COG-310 certification using an example-driven method that is easy to understand.The IBM Cognos TM1 Developer's Certification guide provides key technical details and background to clear the current IBM Cognos TM1 Developer (test COG-310) certification exam.This certification book covers all the modules of the certification clearly and in depth.The initial chapters cover in detail the components that make up Cognos TM1 and designing and creating dimensions and cubes. The book then dives deep into basic and advanced scripting using TurboIntegrator and then we learn to understand and write basic Rules. We then learn about the drill-through functionality of TM1, virtual and lookup cubes and lastly Time, and presenting and reporting data

MEAN Web Development. Master real-time MEAN web application development and learn how to construct a MEAN application using a combination of MongoDB, Express, AngularJS, and Node.js

Amos Q. Haviv

The MEAN stack is a collection of the most popular modern tools for web development; it comprises MongoDB, Express, AngularJS, and Node.js.Starting with MEAN core frameworks, this project-based guide will explain the key concepts of each framework, how to set them up properly, and how to use popular modules to connect it all together. By following the real-world examples shown in this tutorial, you will scaffold your MEAN application architecture, add an authentication layer, and develop an MVC structure to support your project development. Finally, you will walk through the different tools and frameworks that will help expedite your daily development cycles.Watch how your application development grows by learning from the only guide that is solely orientated towards building a full, end-to-end, real-time application using the MEAN stack!

Julia Cookbook. Click here to enter text

Jalem Raj Rohit

Want to handle everything that Julia can throw at you and get the most of it every day? This practical guide to programming with Julia for performing numerical computation will make you more productive and able work with data more efficiently. The book starts with the main features of Julia to help you quickly refresh your knowledge of functions, modules, and arrays. We’ll also show you how to utilize the Julia language to identify, retrieve, and transform data sets so you can perform data analysis and data manipulation.Later on, you’ll see how to optimize data science programs with parallel computing and memory allocation. You’ll get familiar with the concepts of package development and networking to solve numerical problems using the Julia platform.This book includes recipes on identifying and classifying data science problems, data modelling, data analysis, data manipulation, meta-programming, multidimensional arrays, and parallel computing. By the end of the book, you will acquire the skills to work more effectively with your data.

Learning Shell Scripting with Zsh. Your one-stop guide to reading, writing, and debugging simple and complex Z shell scripts

Gaston Festari

Learn Azure Administration. Solve your cloud administration issues relating to networking, storage, and identity management speedily and efficiently

Kamil Mrzygłód

Microsoft Azure is one of the upcoming cloud platforms that provide cost-effective solutions and services to help businesses overcome complex infrastructure-related challenges. This book will help you scale your cloud administration skills with Microsoft Azure.Learn Azure Administration starts with an introduction to the management of Azure subscriptions, and then takes you through Azure resource management. Next, you'll configure and manage virtual networks and find out how to integrate them with a set of Azure services. You'll then handle the identity and security for users with the help of Azure Active Directory, and manage access from a single place using policies and defined roles. As you advance, you'll get to grips with receipts to manage a virtual machine. The next set of chapters will teach you how to solve advanced problems such as DDoS protection, load balancing, and networking for containers. You'll also learn how to set up file servers, along with managing and storing backups. Later, you'll review monitoring solutions and backup plans for a host of services. The last set of chapters will help you to integrate different services with Azure Event Grid, Azure Automation, and Azure Logic Apps, and teach you how to manage Azure DevOps.By the end of this Azure book, you'll be proficient enough to easily administer your Azure-based cloud environment.

Web Application Development with R Using Shiny. Integrate the power of R with the simplicity of Shiny to deliver cutting-edge analytics over the Web - Second Edition

Chris Beeley

R is a highly flexible and powerful tool for analyzing and visualizing data. Most of the applications built using various libraries with R are desktop-based. But what if you want to go on the web? Here comes Shiny to your rescue!Shiny allows you to create interactive web applications using the excellent analytical and graphical capabilities of R. This book will guide you through basic data management and analysis with R through your first Shiny application, and then show you how to integrate Shiny applications with your own web pages. Finally, you will learn how to finely control the inputs and outputs of your application, along with using other packages to build state-of-the-art applications, including dashboards.

Moodle JavaScript Cookbook. Make Moodle e-learning even more dynamic by learning to customize using JavaScript. With over 50 recipes, this Cookbook allows you to add effects, modify forms, include animations, and much more for an enhanced user experience

Alastair Hole, Moodle Trust

Moodle is the best e-learning solution on the block and is revolutionizing courses on the Web. Using JavaScript in Moodle is very useful to administrators and dynamic developers as it uses built-in libraries to provide the modern and dynamic experience that is expected by web users today.The Moodle JavaScript Cookbook will take you through the basics of combining Moodle with JavaScript and its various libraries and explain how JavaScript can be used along with Moodle. It will explain how to integrate Yahoo! User Interface Library (YUI) with Moodle. YUI will be the main focus of the book, and is the key to implementing modern, dynamic feature-rich interfaces to help your users get a more satisfying and productive Moodle experience. It will enable you to add effects, make forms more responsive, use AJAX and animation, all to create a richer user experience. You will be able to work through a range of YUI features, such as pulling in and displaying information from other websites, enhancing existing UI elements to make users' lives easier, and even how to add animation to your pages for a nice finishing touch.

WebRTC Blueprints. Develop your very own media applications and services using WebRTC

Andrii Sergiienko

Procedural Content Generation with Unreal Engine 5. Harness the PCG framework to take your environment design and art skills to the next level

Paul Martin Eliasz

In the ever-evolving world of games and virtual production, mastering procedural content generator (PCG) opens the door to endless creative possibilities. This book takes you deeper into the realm of procedurally generated environments and assets by showing you how to use the PCG framework integrated into Unreal Engine 5.4 and helping you build the skills to surpass traditional methods and create cutting-edge projects with unparalleled efficiency.This book guides you through the complete level design and tools production pipeline using open-source software. Whether you’re an aspiring technical artist or level designer in real-time visualization and game production, you’ll benefit from following the step-by-step, beginner-friendly approach to crafting custom levels, from jungles to cities, and incorporating 3D assets from libraries such as Quixel or Sketchfab. Next, you’ll get to grips with data preparation, construct a PCG graph to populate assets in your environment, and apply these methods to optimize your projects. You’ll understand how this process enhances your PCG tools, elevating their capacity to improve the quality of your levels.By the end of this book, you’ll be able to seamlessly integrate different elements in Unreal Engine 5, empowering you to create your own PCG tools and transform your game development experience.

Swift Game Development. Learn iOS 12 game development using SpriteKit, SceneKit and ARKit 2.0 - Third Edition

Siddharth Shekar, Stephen Haney

Swift is the perfect choice for game development. Developers are intrigued by Swift and want to make use of new features to develop their best games yet. Packed with best practices and easy-to-use examples, this book leads you step by step through the development of your first Swift game.The book starts by introducing Swift's best features – including its new ones for game development. Using SpriteKit, you will learn how to animate sprites and textures. Along the way, you will master physics, animations, and collision effects and how to build the UI aspects of a game. You will then work on creating a 3D game using the SceneKit framework. Further, we will look at how to add monetization and integrate Game Center. With iOS 12, we see the introduction of ARKit 2.0. This new version allows us to integrate shared experiences such as multiplayer augmented reality and persistent AR that is tied to a specific location so that the same information can be replicated on all connected devices. In the next section, we will dive into creating Augmented Reality games using SpriteKit and SceneKit. Then, finally, we will see how to create a Multipeer AR project to connect two devices, and send and receive data back and forth between those devices in real time.By the end of this book, you will be able to create your own iOS games using Swift and publish them on the iOS App Store.

Joomla! 1.5 Multimedia. Build media-rich Joomla! web sites by learning to embed and display Multimedia content

Allan Walker

Joomla! is a content management system designed to organize and deliver content within a web site environment. Multimedia provides us with stunning interactive user experiences and wonderful design options, but it requires discipline and knowledge to utilize it effectively so that we do not alienate our audiences. If you want to display more than just text on your Joomla! pages, this book has been designed for you and is a must-read. It takes you beyond the basics of Joomla! and helps to take full advantage this powerful CMS structure to deliver media-rich web content to your site users.This book provides detailed information and all the required know-how for Joomla! administrators to create engaging media-rich Joomla! web sites. Utilizing core Joomla! features and the power of Joomla! Extensions, this step-by-step guide will show you how to include popular media elements into your web site and collaborate with external web resources.You will learn everything you need to know to present text, images, video, and audio in your content both by manually embedding content and using more automated methods. You will learn to create regular podcasts and utilize RSS to help publicize and deliver your site content.Learn about the popular Multimedia Extensions for Joomla! Learn how they benefit your CMS with additional features and how they are installed and configured. Utilize the abundance of external resources now available on the Web. Learn how your Joomla! site can interact and present web content from external resources such as YouTube, Flickr, Twitter, and Google.This book teaches all you need to know to take your standard Joomla! CMS and turn it into a feature packed and media-rich web site. It highlights the benefits of Multimedia features and warns of the accessibility issues that can arise when they are misused. Follow step-by-step tutorials for implementing popular media elements into your site and learn about the accessibility of these resources and how to utilize them effectively with accessibility in mind.

vSphere High Performance Cookbook. A cookbook is the ideal way to learn a tool as complex as vSphere. Through experiencing the real-world recipes in this tutorial you'll gain deep insight into vSphere's unique attributes and reach a high level of proficiency

Prasenjit Sarkar, Prasenjit Sarkar

VMware vSphere is the key virtualization technology in today's market. vSphere is a complex tool and incorrect design and deployment can create performance-related problems. vSphere High Performance Cookbook is focused on solving those problems as well as providing best practices and performance-enhancing techniques.vSphere High Performance Cookbook offers a comprehensive understanding of the different components of vSphere and the interaction of these components with the physical layer which includes the CPU, memory, network, and storage. If you want to improve or troubleshoot vSphere performance then this book is for you!vSphere High Performance Cookbook will teach you how to tune and grow a VMware vSphere 5 infrastructure. This book focuses on tuning, optimizing, and scaling the infrastructure using the vSphere Client graphical user interface. This book will enable the reader with the knowledge, skills, and abilities to build and run a high-performing VMware vSphere virtual infrastructure.You will learn how to configure and manage ESXi CPU, memory, networking, and storage for sophisticated, enterprise-scale environments. You will also learn how to manage changes to the vSphere environment and optimize the performance of all vSphere components.This book also focuses on high value and often overlooked performance-related topics such as NUMA Aware CPU Scheduler, VMM Scheduler, Core Sharing, the Virtual Memory Reclamation technique, Checksum offloading, VM DirectPath I/O, queuing on storage array, command queuing, vCenter Server design, and virtual machine and application tuning.By the end of this book you will be able to identify, diagnose, and troubleshoot operational faults and critical performance issues in vSphere.

Learning Java by Building Android Games. Learn Java and Android from scratch by building six exciting games - Second Edition

John Horton

Android is one of the most popular mobile operating systems presently. It uses the most popular programming language, Java, as the primary language for building apps of all types. However, this book is unlike other Android books in that it doesn’t assume that you already have Java proficiency.This new and expanded second edition of Learning Java by Building Android Games shows you how to start building Android games from scratch. The difficulty level will grow steadily as you explore key Java topics, such as variables, loops, methods, object oriented programming, and design patterns, including code and examples that are written for Java 9 and Android P. At each stage, you will put what you’ve learned into practice by developing a game. You will build games such as Minesweeper, Retro Pong, Bullet Hell, and Classic Snake and Scrolling Shooter games. In the later chapters, you will create a time-trial, open-world platform game. By the end of the book, you will not only have grasped Java and Android but will also have developed six cool games for the Android platform.

Getting Started with Kubernetes. Extend your containerization strategy by orchestrating and managing large-scale container deployments - Third Edition

Jonathan Baier, Jesse White

Kubernetes has continued to grow and achieve broad adoption across various industries, helping you to orchestrate and automate container deployments on a massive scale.Based on the recent release of Kubernetes 1.12, Getting Started with Kubernetes gives you a complete understanding of how to install a Kubernetes cluster. The book focuses on core Kubernetes constructs, such as pods, services, replica sets, replication controllers, and labels. You will understand cluster-level networking in Kubernetes, and learn to set up external access to applications running in the cluster. As you make your way through the book, you'll understand how to manage deployments and perform updates with minimal downtime. In addition to this, you will explore operational aspects of Kubernetes , such as monitoring and logging, later moving on to advanced concepts such as container security and cluster federation. You'll get to grips with integrating your build pipeline and deployments within a Kubernetes cluster, and be able to understand and interact with open source projects. In the concluding chapters, you'll orchestrate updates behind the scenes, avoid downtime on your cluster, and deal with underlying cloud provider instability within your cluster.By the end of this book, you'll have a complete understanding of the Kubernetes platform and will start deploying applications on it.

OpenStack Object Storage (Swift) Essentials. Design, implement, and successfully manage your cloud storage using OpenStack Swift

Kris Rajana, Sreedhar Varma, Amar Kapadia, Shilla Saebi

Building Python Microservices with FastAPI. Build secure, scalable, and structured Python microservices from design concepts to infrastructure

Sherwin John C. Tragura

FastAPI is an Asynchronous Server Gateway Interface (ASGI)-based framework that can help build modern, manageable, and fast microservices. Because of its asynchronous core platform, this ASGI-based framework provides the best option when it comes to performance, reliability, and scalability over the WSGI-based Django and Flask. When working with Python, Flask, and Django microservices, you’ll be able to put your knowledge to work with this practical guide to building seamlessly manageable and fast microservices.You’ll begin by understanding the background of FastAPI and learning how to install, configure, and use FastAPI to decompose business units. You’ll explore a unique and asynchronous REST API framework that can provide a better option when it comes to building microservices. After that, this book will guide you on how to apply and translate microservices design patterns in building various microservices applications and RESTful APIs using the FastAPI framework.By the end of this microservices book, you’ll be able to understand, build, deploy, test, and experiment with microservices and their components using the FastAPI framework.

Unreal Development Kit Beginner's Guide. A fun, quick, step by step guide to level design and creating your own game world

Richard J. Moore, Richard Moore

Unreal Development Kit (UDK) is the free version of the award-winning Unreal Engine 3. It is used to create a wide variety of games ranging from amateur to professional standard next generation AAA titles.This book will show you exactly how to create an enjoyable and immersive game environment using the UDK. You will learn how to implement, level design, lighting, environmental effects, movement, terrain, map creation, item placement, kismet, materials and complex event sequences.You will work through the level design process from navigating round the editor to learning how to develop a fully playable environment. You will quickly master all of the engine’s key tools that are accessible through Unreal Engine 3. You will then start putting together your first level using step-by-step instructions. Next we will implement real world features such as dynamic lighting and shadows, particle effects, physics, terrain, item placement and advanced AI/bot pathing. Finally you will learn how to use UDK’s cutting edge high level scripting. By the end of this book you will be equipped with the skills to create an entertaining and imaginative game world.

Salesforce Lightning Platform Enterprise Architecture. Architect and deliver packaged applications that cater to enterprise business needs - Third Edition

Andrew Fawcett, Wade Wegner

Salesforce Lightning provides a secure and scalable platform to build, deploy, customize, and upgrade applications. This book will take you through the architecture of building an application on the Lightning platform to help you understand its features and best practices, and ensure that your app keeps up with your customers’ increasing needs as well as the innovations on the platform.This book guides you in working with the popular aPaaS offering from Salesforce, the Lightning Platform. You’ll see how to build and ship enterprise-grade apps that not only leverage the platform's many productivity features, but also prepare your app to harness its extensibility and customization capabilities. You'll even get to grips with advanced application architectural design patterns such as Separation of Concerns, Unit Testing and Dependency Integration. You will learn to use Apex and JavaScript with Lightning Web Components, Platform Events, among others, with the help of a sample app illustrating patterns that will ensure your own applications endure and evolve with the platform. Finally, you will become familiar with using Salesforce DX to develop, publish, and monitor a sample app and experience standard application life cycle processes along with tools such as Jenkins to implement CI/CD.By the end of this book, you will have learned how to develop effective business apps and be ready to explore innovative ways to meet customer demands.

Python Microservices Development. Build efficient and lightweight microservices using the Python tooling ecosystem - Second Edition

Simon Fraser, Tarek Ziadé

The small scope and self-contained nature of microservices make them faster, cleaner, and more scalable than code-heavy monolithic applications. However, building microservices architecture that is efficient as well as lightweight into your applications can be challenging due to the complexity of all the interacting pieces.Python Microservices Development, Second Edition will teach you how to overcome these issues and craft applications that are built as small standard units using proven best practices and avoiding common pitfalls. Through hands-on examples, this book will help you to build efficient microservices using Quart, SQLAlchemy, and other modern Python toolsIn this updated edition, you will learn how to secure connections between services and how to script Nginx using Lua to build web application firewall features such as rate limiting. Python Microservices Development, Second Edition describes how to use containers and AWS to deploy your services. By the end of the book, you’ll have created a complete Python application based on microservices.