Linear Regression With Python. A Tutorial Introduction to the Mathematics of Regression Analysis

James V Stone

This book offers a detailed yet approachable introduction to linear regression, blending mathematical theory with Python-based practical applications. Beginning with fundamentals, it explains the best-fitting line, regression and causation, and statistical measures like variance, correlation, and the coefficient of determination. Clear examples and Python code ensure readers can connect theory to implementation.As the journey continues, readers explore statistical significance through concepts like t-tests, z-tests, and p-values, understanding how to assess slopes, intercepts, and overall model fit. Advanced chapters cover multivariate regression, introducing matrix formulations, the best-fitting plane, and methods to handle multiple variables. Topics such as Bayesian regression, nonlinear models, and weighted regression are explored in depth, with step-by-step coding guides for hands-on practice.The final sections tie together these techniques with maximum likelihood estimation and practical summaries. Appendices provide resources such as matrix tutorials, key equations, and mathematical symbols. Designed for both beginners and professionals, this book ensures a structured learning experience. Basic mathematical knowledge or foundation is recommended.

Building Virtual Pentesting Labs for Advanced Penetration Testing. Build intricate virtual architecture to practice any penetration testing technique virtually

Kevin Cardwell

Mastering Mobile Forensics. Develop the capacity to dig deeper into mobile device data acquisition

Soufiane Tahiri

Mobile forensics presents a real challenge to the forensic community due to the fast and unstoppable changes in technology. This book aims to provide the forensic community an in-depth insight into mobile forensic techniques when it comes to deal with recent smartphones operating systemsStarting with a brief overview of forensic strategies and investigation procedures, you will understand the concepts of file carving, GPS analysis, and string analyzing. You will also see the difference between encryption, encoding, and hashing methods and get to grips with the fundamentals of reverse code engineering. Next, the book will walk you through the iOS, Android and Windows Phone architectures and filesystem, followed by showing you various forensic approaches and data gathering techniques. You will also explore advanced forensic techniques and find out how to deal with third-applications using case studies. The book will help you master data acquisition on Windows Phone 8. By the end of this book, you will be acquainted with best practices and the different models used in mobile forensics.

Salesforce CRM Administration Handbook. A comprehensive guide to administering, configuring, and customizing Salesforce CRM

Krzysztof Nowacki, Mateusz Twarożek

Do you aspire to be a successful Salesforce administrator or consultant? If yes, then this step-by-step guide is for you. Written by certified Salesforce professionals, the Salesforce CRM Administration Handbook will take you through the intricacies of Salesforce, covering objects, records, automation, and much more while also prepping you for the Salesforce certification exam.Starting with an overview of the capabilities and limitations of Salesforce, you’ll progress toward a holistic understanding of system architecture with real-world examples, including workarounds that enable the successful completion of projects. As you delve deeper, you’ll learn about the fundamental concepts of a CRM system, its purpose, and the pivotal role of an administrator in the Salesforce lifecycle. You’ll also explore the basic structures of the entire Salesforce system and navigate confidently through the intricacies of security, automation, and reporting in the Sales/Service Cloud.By the end of this book, you’ll have the confidence you need to navigate Salesforce’s backend seamlessly, implement configuration changes effortlessly, and communicate fluently in Salesforce terminology.

Solutions Architect's Handbook. Kick-start your career as a solutions architect by learning architecture design principles and strategies - Second Edition

Saurabh Shrivastava, Neelanjali Srivastav, Rajesh Sheth, Rohan Karmarkar, ...

Becoming a solutions architect requires a hands-on approach, and this edition of the Solutions Architect's Handbook brings exactly that. This audiobook will teach you how to create robust, scalable, and fault-tolerant solutions and next-generation architecture designs in a cloud environment. It will also help you build effective product strategies for your business and implement them from start to finish.This new edition features additional chapters on disruptive technologies, such as Internet of Things (IoT), quantum computing, data engineering, and machine learning. It also includes updated discussions on cloud-native architecture, blockchain data storage, and mainframe modernization with public cloud.The Solutions Architect's Handbook provides an understanding of solution architecture and how it fits into an agile enterprise environment. It will take you through the journey of solution architecture design by providing detailed knowledge of design pillars, advanced design patterns, anti-patterns, and the cloud-native aspects of modern software design.By the end of this audiobook, you'll have learned the techniques needed to create efficient architecture designs that meet your business requirements.The audiobook includes an exclusive invitation to join our online community, where you can enjoy the audiobook alongside peers, other solutions architects, and the authors. See you there!PLEASE NOTE: When you purchase this title, the accompanying PDF will be available in your Audible Library along with the audio.

Mastering CentOS 7 Linux Server

Mohamed Alibi, BHASKARJYOTI ROY

Most server infrastructures are equipped with at least one Linux server that provides many essential services, both for a user's demands and for the infrastructure itself. Setting up a sustainable Linux server is one of the most demanding tasks for a system administrator to perform. However, learning multiple, new technologies to meet all of their needs is time-consuming. CentOS 7 is the brand new version of the CentOS Linux system under the RPM (Red Hat) family. It is one of the most widely-used operating systems, being the choice of many organizations across the world.With the help of this book, you will explore the best practices and administration tools of CentOS 7 Linux server along with implementing some of the most common Linux services. We start by explaining the initial steps you need to carry out after installing CentOS 7 by briefly explaining the concepts related to users, groups, and right management, along with some basic system security measures. Next, you will be introduced to the most commonly used services and shown in detail how to implement and deploy them so they can be used by internal or external users. Soon enough, you will be shown how to monitor the server. We will then move on to master the virtualization and cloud computing techniques. Finally, the book wraps up by explaining configuration management and some security tweaks. All these topics and more are covered in this comprehensive guide, which briefly demonstrates the latest changes to all of the services and tools with the recent shift from CentOS 6 to CentOS 7.

Alteryx Designer Cookbook. Over 60 recipes to transform your data into insights and take your productivity to a new level

Alberto Guisande

Alteryx allows you to create data manipulation and analytic workflows with a simple, easy-to-use, code-free UI, and perform fast-executing workflows, offering multiple ways to achieve the same results. The Alteryx Designer Cookbook is a comprehensive guide to maximizing your Alteryx skills and determining the best ways to perform data operationsThis book's recipes will guide you through an analyst's complete journey, covering all aspects of the data life cycle. The first set of chapters will teach you how to read data from various sources to obtain reports and pass it through the required adjustment operations for analysis. After an explanation of the Alteryx platform components with a particular focus on Alteryx Designer, you’ll be taken on a tour of what and how you can accomplish by using this tool. Along the way, you’ll learn best practices and design patterns. The book also covers real-world examples to help you apply your understanding of the features in Alteryx to practical scenariosBy the end of this book, you’ll have enhanced your proficiency with Alteryx Designer and an improved ability to execute tasks within the tool efficiently

Shading, Lighting, and Rendering with Blender EEVEE. Create amazing concept art 12 times faster using a real-time rendering engine

Sammie Crowder

Blender is the most important up-and-coming 3D software package in the world. EEVEE, a state-of-the-art real-time rendering engine is a fairly new addition to Blender and provides the capacity to create artwork at blazing speed, almost 12 times faster than Cycles.Lighting, Shading, and Rendering with Blender’s EEVEE provides a high-level overview of what EEVEE is capable of, then teaches users about Geometry Nodes, Rendering Techniques, using shortcuts like Kitbashing and Alphas to speed up scene creation, volumetrics, reflections, adding lights, cameras and even special effects like fire and smoke, all in EEVEE. All of this is in the context of creating actual scenes that readers will work through from start to finish. By the time a Blender Artist completes the book, they will have created three separate works that have challenged them to iterate and design with the full power of Blender’s EEVEE.