Machine Learning Engineering with MLflow. Manage the end-to-end machine learning life cycle with MLflow

Natu Lauchande

MLflow is a platform for the machine learning life cycle that enables structured development and iteration of machine learning models and a seamless transition into scalable production environments.This book will take you through the different features of MLflow and how you can implement them in your ML project. You will begin by framing an ML problem and then transform your solution with MLflow, adding a workbench environment, training infrastructure, data management, model management, experimentation, and state-of-the-art ML deployment techniques on the cloud and premises. The book also explores techniques to scale up your workflow as well as performance monitoring techniques. As you progress, you’ll discover how to create an operational dashboard to manage machine learning systems. Later, you will learn how you can use MLflow in the AutoML, anomaly detection, and deep learning context with the help of use cases. In addition to this, you will understand how to use machine learning platforms for local development as well as for cloud and managed environments. This book will also show you how to use MLflow in non-Python-based languages such as R and Java, along with covering approaches to extend MLflow with Plugins.By the end of this machine learning book, you will be able to produce and deploy reliable machine learning algorithms using MLflow in multiple environments.

Unity 2021 Shaders and Effects Cookbook. Over 50 recipes to help you transform your game into a visually stunning masterpiece - Fourth Edition

John P. Doran

Shaders enable you to create powerful visuals for your game projects. However, creating shaders for your games can be notoriously challenging with various factors such as complex mathematics standing in the way of attaining the level of realism you crave for your shaders.The Unity 2021 Shaders and Effects Cookbook helps you overcome that with a recipe-based approach to creating shaders using Unity. This fourth edition is updated and enhanced using Unity 2021 features and tools covering Unity's new way of creating particle effects with the VFX Graph. You'll learn how to use VFX Graph for advanced shader development. The book also features updated recipes for using Shader Graph to create 2D and 3D elements. You'll cover everything you need to know about vectors, how they can be used to construct lighting, and how to use textures to create complex effects without the heavy math. You'll also understand how to use the visual-based Shader Graph for creating shaders without any code.By the end of this Unity book, you'll have developed a set of shaders that you can use in your Unity 3D games and be able to accomplish new effects and address the performance needs of your Unity game development projects. So, let's get started!

Unleashing the Power of Data with Trusted AI. A guide for board members and executives

Wendy Turner-Williams

Written by a distinguished leader and innovator who has been instrumental in spearheading digital, cloud, and AI transformations across global brands, Unleashing the Power of Data with Trusted AI is an indispensable resource that will make you AI-ready.This comprehensive guide is designed to meet the urgent need for clarity and to give you actionable insights into today's rapidly evolving landscape of AI and its fundamental driver - data. You’ll delve into the exciting world of AI and its integration with data, uncover its significance, ethical considerations, and strategic applications with real-life success stories from industry giants like Starbucks, Netflix, and Siemens. You’ll also witness first-hand how the integration of data and AI has reshaped markets and elevated customer experiences, and discover the future of generative AI based on several surveys and case studies. You’ll gain an understanding of how AI has evolved across industries, empowering decision-making and fostering innovation. Tailored for board members, executives, innovators, and tech enthusiasts, this immersive guide will reshape your understanding of data and AI synergy.By the end of this guide, you’ll be able to lead your teams, customers, partners, and organizations confidently and responsibly in the era of AI.

Microsoft XNA 4.0 Game Development Cookbook. This book goes further than the basic manuals to help you exploit Microsoft XNA to create fantastic virtual worlds and effects in your 2D or 3D games. Includes 35 essential recipes for game developers

Luke Drumm

Microsoft XNA attempts to free game developers from writing repetitive boilerplate code, allowing them to focus on producing enjoyable gameplay rather than tedious and complicated setup. The Framework has reduced the once steep learning curve for game development, transforming it into something more attainable, and this cookbook will help you to take full advantage of XNA to bring reality into your virtual worlds.Microsoft XNA 4.0 Game Development Cookbook is the perfect resource for propelling your game development capabilities from the simple 2D demo towards engaging and exciting, professional looking games. With a diverse selection of game-related topics covered, discover how to create rich 2D and 3D worlds filled with interesting characters, detailed scenery and dynamic special effects applicable to PC, Xbox 360, and Windows Phone 7 game play.There is no shortage of introductory texts available for XNA, a number of which are fantastic for getting started with simple 2D games, but Microsoft XNA 4.0 Game Development Cookbookù will help you take the steps to start producing games that have deeper gameplay, compelling graphics and that little bit of extra polish! The book's recipes will get you up and going quickly with the next level of game features such as 3D graphics, AI, and network play.With this practical cookbook to hand, even the more experienced developer will be better equipped to achieve high level tasks with XNA in a quick and efficient manner.

Mastering Articulate Storyline. Learn how to push Articulate Storyline to its limits and create breath taking stories by deepening your understanding of the product's capabilities!

Ashley Chiasson, Jeffery Batt

Storyline is a powerful e-learning authoring tool that allows you to take your creativity to the next level. However, more often than not, projects don't require such complex interactions, leaving Storyline's full capabilities untapped.This book will provide you with the information you need to take your Storyline development up a notch by leveraging the full suite of possibilities Storyline has to offer.You will be provided with a refresher of the key concepts before we take you deep into the exciting world of enhanced interactivity, variables, and even some JavaScript—oh my! With downloadable activities, you can either follow along and compare your output, use the activities as they are, modify the activities to suit your own needs, or reverse-engineer the activities to better understand how they were developed.

Architectural Visualization in Unreal Engine 5. Create photorealistic architectural interior renderings in UE5

Ludovico Palmeri

If you excel at creating beautiful architectural renderings using traditional software but want to master real-time, interactive visualizations, this book will show you how the versatile Unreal Engine 5 enables such transformations effortlessly. While UE5 is widely popular, existing online training resources can be overwhelming and often lack a focus on Architectural visualization. This comprehensive guide is for both beginners and experienced users offering a clear, end-to-end approach to creating stunning visualizations from scratch as well as managing tight deadlines, striving for photorealism, and handling typical client revisions inherent to architectural visualization.The book starts with an introduction to UE5 and its capabilities, as well as the basic concepts and principles of architectural visualization. You'll then progress to essential topics such as setting up a project, modeling and texturing 3D assets, lighting and materials, and post-processing effects. Along the way, you'll find practical tips, best practices, and hands-on exercises to develop your skills by applying what you learn.By the end of this book, you'll have acquired the skills to confidently create high-quality architectural visualizations in UE5 and become proficient in building an architectural interior scene to produce professional still images.

Ethical Password Cracking. Decode passwords using John the Ripper, hashcat, and advanced methods for password breaking

James Leyte-Vidal

Whether you’re looking to crack passwords as part of a thorough security audit or aiming to recover vital information, this book will equip you with the skills to accomplish your goals. Written by a cybersecurity expert with over fifteen years of experience in penetration testing, Ethical Password Cracking offers a thorough understanding of password protection and the correct approach to retrieving password-protected data.As you progress through the chapters, you first familiarize yourself with how credentials are stored, delving briefly into the math behind password cracking. Then, the book will take you through various tools and techniques to help you recover desired passwords before focusing on common cracking use cases, hash recovery, and cracking. Real-life examples will prompt you to explore brute-force versus dictionary-based approaches and teach you how to apply them to various types of credential storage.By the end of this book, you'll understand how passwords are protected and how to crack the most common credential types with ease.

Mastering Adobe Photoshop 2024. Discover the smart way to polish your digital imagery skills by editing professional looking photos

Gary Bradley

Unlock the full potential of Photoshop, the go-to app for content creators, by mastering its complex tools and features. This book, drawing from the award-winning author’s 25+ years of design experience, builds on your existing Photoshop knowledge with proven industry techniques, serving as a launchpad to develop professional skills and transformative personal growth.You’ll fine-tune color and tone in your images with non-destructive adjustment layers and conceal content like backdrops with precise masking techniques for fine details like hair. Working through a series of real-world editing projects, crafting realistic brand mockups and traditional marketing collateral, you’ll learn robust methods for building social media assets in Photoshop, from images to animated GIFs and videos. You’ll also be able to bring your typography to life with styles and effects that are simple to edit and store as preset effects. The final section of the book encapsulates all of your learning to create complex montages using advanced masking and compositing techniques. You’ll have fun elevating your designs with surreal art styles and conceptual imagery using retouching, blending, and liquify filters.By the end of this Adobe Photoshop book, you’ll be equipped to create captivating visuals that leave a lasting impression on your audience.