Before Machine Learning Volume 3 - Probability and Statistics for A.I . Master Probability, Statistics, and Their Role in AI's Future Evolution

Jorge Brasil

Delve into the importance of probability and statistics in AI, beginning with fundamental measures like mean, median, and variance. This book takes you on a journey through the basics of probability theory, introducing key concepts such as central tendency, variance, and probability distributions. It emphasizes the role of statistical measures in understanding and analyzing data.Building on these foundations, the book explores hypothesis testing, Bayesian inference, and statistical distributions in-depth. Readers will gain practical insights into essential techniques for model evaluation, maximum likelihood estimation, and the interpretation of data in the context of AI applications. Each concept is illustrated with practical examples and case studies to ensure clarity and application.Finally, advanced topics like Markov processes, hierarchical Bayesian models, and multivariate distributions are introduced. The book addresses critical areas like variance, correlation, and hypothesis testing, equipping readers with the skills to tackle real-world challenges in AI and machine learning. Whether you're a student, professional, or AI enthusiast, this book offers the essential statistical tools and knowledge to excel in the field.

Incident Response for Windows. Adapt effective strategies for managing sophisticated cyberattacks targeting Windows systems

Anatoly Tykushin, Svetlana Ostrovskaya, Dmitry Volkov

Cybersecurity incidents are becoming increasingly common and costly, making incident response a critical domain for organizations to understand and implement. This book enables you to effectively detect, respond to, and prevent cyberattacks on Windows-based systems by equipping you with the knowledge and tools needed to safeguard your organization's critical assets, in line with the current threat landscape.The book begins by introducing you to modern sophisticated cyberattacks, including threat actors, methods, and motivations. Then, the phases of efficient incident response are linked to the attack's life cycle using a unified cyber kill chain. As you advance, you'll explore various types of Windows-based platform endpoint forensic evidence and the arsenal necessary to gain full visibility of the Windows infrastructure. The concluding chapters discuss the best practices in the threat hunting process, along with proactive approaches that you can take to discover cybersecurity incidents before they reach their final stage.By the end of this book, you’ll have gained the skills necessary to run intelligence-driven incident response in a Windows environment, establishing a full-fledged incident response and management process, as well as proactive methodologies to enhance the cybersecurity posture of an enterprise environment.

Instant Hyper-V Server Virtualization Starter. An intuitive guide to learning Virtualization with Hyper-V

Doing more with less and making the most of what we have is the aim of virtualization.Although resources such as OS and printers are still shared, under the time-sharing model, in a virtualized environment individual virtual servers are isolated from each other, giving an illusion of multiple fully functional systems. Hyper-V server 2008 R2 provides software infrastructure and basic management tools that you can use to create and manage a virtualized server computing environment.Instant Hyper-V Server Virtualization Starter will teach you the basics of virtualization, and get you started with building your first virtual machine. This book also contains tips and tricks for using Microsoft Hyper-V server 2008 R2.This book is a crash course on getting your virtualization infrastructure working, creating a virtual machine, and making it more robust by anticipating failures. You will also learn how to create a virtual network so that your virtual machines can communicate among themselves and the rest of the world. You will even learn to how to calculate the costs involved in your Microsoft Hyper-V virtualization solution.

Getting Started with Citrix XenApp 7.6. Getting Started with Citrix XenApp 7.6

Konstantin Cvetanov, Guillermo Musumeci, Vaqar Hasan, Esther Barthel

If you want to effectively deploy the various components of Citrix XenApp to create an enterprise environment for application and desktop delivery, this hands-on guide is perfect for you. You start off by understanding the need and benefits of Citrix XenApp with respect to Virtualization technology. After this, you will get to grips with the requirement analysis and designing aspect of building XenApp systems and all the necessary installation and configuration procedures for Citrix XenApp, StoreFront and NetScalar Gateway are explained one by one in detail. Step-by-step, you will learn to deploy your first XenApp with the Machine Creation Services method and Provisioning Services method. After this, you will explore the administering part of applications and systems, followed by printing in the XenApp environment. Next, you will learn all the trips and tricks required to troubleshoot and support the XenApp environment. By the end of this book, you will be ready to go live with your new XenApp environment.

Unity Certified Programmer: Exam Guide. Expert tips and techniques to pass the Unity certification exam at the first attempt

Philip Walker

Unity Certified Programmer is a global certification program by Unity for anyone looking to become a professional Unity developer. The official Unity programmer exam will not only validate your Unity knowledge and skills, but also enable you to be part of the Unity community.This study guide will start by building on your understanding of C# programming and take you through the process of downloading and installing Unity. You’ll understand how Unity works and get to grips with the core objectives of the Unity exam. As you advance, you’ll enhance your skills by creating an enjoyable side-scrolling shooter game that can be played within the Unity Editor or any recent Android mobile device. This Unity book will test your knowledge with self-assessment questions and help you take your skills to an advanced level by working with Unity tools such as the Animator, Particle Effects, Lighting, UI/UX, Scriptable Objects, and debugging.By the end of this book, you’ll have developed a solid understanding of the different tools in Unity and understand how to create impressive Unity applications by making the most of its toolset.

Git for Programmers. Master Git for effective implementation of version control for your programming projects

Jesse Liberty, Jon Galloway

Whether you’re looking for a book to deepen your understanding of Git or a refresher, this book is the ultimate guide to Git. Git for Programmers comprehensively equips you with actionable insights on advanced Git concepts in an engaging and straightforward way. As you progress through the chapters, you’ll gain expertise (and confidence) on Git with lots of practical use cases. After a quick refresher on git history and installation, you’ll dive straight into the creation and cloning of your repository. You’ll explore Git places, branching, and GUIs to get familiar with the fundamentals. Then you’ll learn how to handle merge conflicts, rebase, amend, interactive rebase, and use the log, as well as explore important Git commands for managing your repository.The troubleshooting part of this Git book will include detailed instructions on how to bisect, blame, and several other problem handling techniques that will complete your newly acquired Git arsenal.By the end of this book, you’ll be using Git with confidence. Saving, sharing, managing files as well as undoing mistakes and basically rewriting history will be a breeze.

Nmap Network Exploration and Security Auditing Cookbook. Network discovery and security scanning at your fingertips - Third Edition

Paulino Calderon

Nmap is one of the most powerful tools for network discovery and security auditing used by millions of IT professionals, from system administrators to cybersecurity specialists. This third edition of the Nmap: Network Exploration and Security Auditing Cookbook introduces Nmap and its family - Ncat, Ncrack, Ndiff, Zenmap, and the Nmap Scripting Engine (NSE) - and guides you through numerous tasks that are relevant to security engineers in today’s technology ecosystems.The book discusses some of the most common and useful tasks for scanning hosts, networks, applications, mainframes, Unix and Windows environments, and ICS/SCADA systems. Advanced Nmap users can benefit from this book by exploring the hidden functionalities within Nmap and its scripts as well as advanced workflows and configurations to fine-tune their scans. Seasoned users will find new applications and third-party tools that can help them manage scans and even start developing their own NSE scripts. Practical examples featured in a cookbook format make this book perfect for quickly remembering Nmap options, scripts and arguments, and more.By the end of this Nmap book, you will be able to successfully scan numerous hosts, exploit vulnerable areas, and gather valuable information.

Mapbox Cookbook. Over 35 recipes to design and implement uniquely styled maps using the Mapbox platform

Bill Kastanakis, Vasileios Kastanakis

Maps are an essential element in today’s location aware applications. Right from displaying earth surface information to creating thematic maps displaying plethora of information, most of the developers lack the necessary knowledge to create customizable maps with combination of various tools and libraries. The MapBox platform is one such platform which offers all the tools and API required to create and publish a totally customizable map.Starting with building your first map with the online MapBox Editor, we will take you all the way to building advanced web and mobile applications with totally customizable map styles. Through the course of chapters we’ll learn CartoCSS styling language and understand the various components of MapBox platform and their corresponding JavaScript API.In the initial few chapters we will dive deeper into the TileMill and MapBox Studio components of MapBox and use them to generate custom styled map tiles and vector maps. Furthermore, we will publish these custom maps using PHP, node.js and third party tools like Geoserver.We’ll also learn to create different visualizations and map styles like a choropleth map, a heat map and add user interactivity using a UFTGrid. Moving on, we dive into advanced concepts and focus on integration with third party services like Foursquare, Google FusionTables, CartoDB, and Torque to help you populate and even animate your maps.In the final chapter we’ll learn to use the Mapbox SDK to create and publish interactive maps for the iOS platform. By the end of this book, you will learn about MapBox GL and how to create a fully functional, location-aware mobile app, using the maps styles created in the recipes.