Deep Learning with PyTorch Lightning. Swiftly build high-performance Artificial Intelligence (AI) models using Python

Kunal Sawarkar

Building and implementing deep learning (DL) is becoming a key skill for those who want to be at the forefront of progress.But with so much information and complex study materials out there, getting started with DL can feel quite overwhelming.Written by an AI thought leader, Deep Learning with PyTorch Lightning helps researchers build their first DL models quickly and easily without getting stuck on the complexities. With its help, you’ll be able to maximize productivity for DL projects while ensuring full flexibility – from model formulation to implementation.Throughout this book, you’ll learn how to configure PyTorch Lightning on a cloud platform, understand the architectural components, and explore how they are configured to build various industry solutions. You’ll build a neural network architecture, deploy an application from scratch, and see how you can expand it based on your specific needs, beyond what the framework can provide.In the later chapters, you’ll also learn how to implement capabilities to build and train various models like Convolutional Neural Nets (CNN), Natural Language Processing (NLP), Time Series, Self-Supervised Learning, Semi-Supervised Learning, Generative Adversarial Network (GAN) using PyTorch Lightning.By the end of this book, you’ll be able to build and deploy DL models with confidence.

Bayesian Analysis with Python. A practical guide to probabilistic modeling - Third Edition

Osvaldo Martin, Christopher Fonnesbeck, Thomas Wiecki

The third edition of Bayesian Analysis with Python serves as an introduction to the main concepts of applied Bayesian modeling using PyMC, a state-of-the-art probabilistic programming library, and other libraries that support and facilitate modeling like ArviZ, for exploratory analysis of Bayesian models; Bambi, for flexible and easy hierarchical linear modeling; PreliZ, for prior elicitation; PyMC-BART, for flexible non-parametric regression; and Kulprit, for variable selection.In this updated edition, a brief and conceptual introduction to probability theory enhances your learning journey by introducing new topics like Bayesian additive regression trees (BART), featuring updated examples. Refined explanations, informed by feedback and experience from previous editions, underscore the book's emphasis on Bayesian statistics. You will explore various models, including hierarchical models, generalized linear models for regression and classification, mixture models, Gaussian processes, and BART, using synthetic and real datasets.By the end of this book, you will possess a functional understanding of probabilistic modeling, enabling you to design and implement Bayesian models for your data science challenges. You'll be well-prepared to delve into more advanced material or specialized statistical modeling if the need arises.

Moodle Security. Learn how to install and configure Moodle in the most secure way possible

Moodle Trust, Darko Miletic

Windows 11 for Enterprise Administrators. Unleash the power of Windows 11 with effective techniques and strategies - Second Edition

Manuel Singer, Jeff Stokes, Steve Miles, Thomas Lee, ...

Windows 11 comes with a plethora of new security measures, customizability, and accessibility features that can help your organization run more smoothly. But, without a proper introduction to this new version of Windows, it’s easy to miss the most important improvements, along with configuration options that will make migrating to Windows 11 frictionless.Windows 11 for Enterprise Administrators helps you understand the installation process, configuration methods, deployment scenarios, and management strategies. You’ll delve into configuring Remote Server Administration Tools for remote Windows Server and Azure Active Directory management. This edition emphasizes PowerShell's role in automating administrative tasks, and its importance in Windows 11 and Windows Server management. It also provides comprehensive insights into Windows 11 updates, including Version 21H2 and 22H2, contrasting them with Windows 10, ensuring your knowledge stays current with the latest enhancements in the Windows ecosystem.By the end of this book, you'll be well-equipped with Windows 11's vital technologies and potentials, enabling you to adeptly oversee and implement these attributes within your company.

Learning Tableau 2022. Create effective data visualizations, build interactive visual analytics, and improve your data storytelling capabilities - Fifth Edition

Joshua N. Milligan, Blair Hutchinson, Mark Tossell, Roberto Andreoli

Learning Tableau 2022 helps you get started with Tableau and data visualization, but it does more than just cover the basic principles. It helps you understand how to analyze and communicate data visually, and articulate data stories using advanced features.This new edition is updated with Tableau’s latest features, such as dashboard extensions, Explain Data, and integration with CRM Analytics (Einstein Analytics), which will help you harness the full potential of artificial intelligence (AI) and predictive modeling in Tableau.After an exploration of the core principles, this audiobook will teach you how to use table and level of detail calculations to extend and alter default visualizations, build interactive dashboards, and master the art of telling stories with data.You’ll learn about visual statistical analytics and create different types of static and animated visualizations and dashboards for rich user experiences. We then move on to interlinking different data sources with Tableau’s Data Model capabilities, along with maps and geospatial visualization. You will further use Tableau Prep Builder’s ability to efficiently clean and structure data.By the end of this audiobook, you will be proficient in implementing the powerful features of Tableau 2022 to improve the business intelligence insights you can extract from your data.

iOS Forensics Cookbook. Over 20 recipes that will enable you to handle and extract data from iOS devices for forensics

Bhanu Birani, Mayank Birani

Mobile device forensics is a branch of digital forensics that involves the recovery of evidence or data in a digital format from a device without affecting its integrity. With the growing popularity of iOS-based Apple devices, iOS forensics has developed immense importance. To cater to the need, this book deals with tasks such as the encryption and decryption of files, various ways to integrate techniques withsocial media, and ways to grab the user events and actions on the iOS app. Using practical examples, we’ll start with the analysis keychain and raw disk decryption, social media integration, and getting accustomed to analytics tools. You’ll also learn how to distribute the iOS apps without releasing them to Apple’s App Store. Moving on, the book covers test flights and hockey app integration, the crash reporting system, recovery tools, and their features. By the end of the book, using the aforementioned techniques, you will be able to successfully analyze iOS-based devices forensically.

Mastering Ubuntu Server. Master the art of deploying, configuring, managing, and troubleshooting Ubuntu Server 18.04 - Second Edition

Jay LaCroix

Ubuntu Server has taken the data centers by storm. Whether you're deploying Ubuntu for a large-scale project or for a small office, it is a stable, customizable, and powerful Linux distribution that leads the way with innovative and cutting-edge features. For both simple and complex server deployments, Ubuntu's flexible nature can be easily adapted to meet to the needs of your organization. With this book as your guide, you will learn all about Ubuntu Server, from initial deployment to creating production-ready resources for your network. The book begins with the concept of user management, group management, and filesystem permissions. Continuing into managing storage volumes, you will learn how to format storage devices, utilize logical volume management, and monitor disk usage. Later, you will learn how to virtualize hosts and applications, which will cover setting up KVM/QEMU, as well as containerization with both Docker and LXD. As the book continues, you will learn how to automate configuration with Ansible, as well as take a look at writing scripts. Lastly, you will explore best practices and troubleshooting techniques when working with Ubuntu Server that are applicable to real-world scenarios. By the end of the book, you will be an expert Ubuntu Server administrator who is well-versed in its advanced concepts.

WordPress 2.8 Themes Cookbook. Over 100 simple but incredibly effective recipes for creating powerful, custom WordPress themes

Nick Ohrn, Lee Jordan

Themes are among the most powerful features that can be used to customize a web site and give it a professional look, especially in WordPress. Using custom themes you can brand your site for a particular corporate image, ensure standards compliance, and create easily navigable layouts. But most WordPress users still continue to use default themes as developing and deploying themes that are flexible and easily maintainable is not always straightforward and lot of issues pop up during the process.This easy-to-use step-by-step guide will help you create powerful themes for your WordPress web site, and solve your theme development problems in a quick and effective way. It enables you to take full control over your site's design and branding and make it look smarter.WordPress is distributed with two ready-to-use themes. You can use these themes to give a common look to your website, or use the techniques described in this book to create custom themes. This book includes over 100 useful recipes to help you get started and create advanced themes. It starts with the basics of WordPress themes and creating a theme from scratch. Then, it covers how to enhance your template and add effects to get a rich look. You will learn how to manage pages, categories, and tags for your blogs, and how to make your posts look unique. You will also learn about the comment system and sidebars that will help you give a new feel to your blog and web site.This book will help you through the most common problems encountered when developing a WordPress theme. You will get tips to enhance your design skill and eventually enhance your blog's design.