Implement machine learning pipelines with Google Cloud Vertex AI Key Features Understand the role of an AI platform and MLOps practices in machine learning projects Get acquainted with Google Vertex AI tools and offerings that help accelerate the creation of end-to-end ML solutions Implement Vision, NLP, and recommendation-based real-world ML models on Google Cloud Platform Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionWhile AI has become an integral part of every organization today, the development of large-scale ML solutions and management of complex ML workflows in production continue to pose challenges for many. Google’s unified data and AI platform, Vertex AI, directly addresses these challenges with its array of MLOPs tools designed for overall workflow management. This book is a comprehensive guide that lets you explore Google Vertex AI’s easy-to-advanced level features for end-to-end ML solution development. Throughout this book, you’ll discover how Vertex AI empowers you by providing essential tools for critical tasks, including data management, model building, large-scale experimentations, metadata logging, model deployments, and monitoring. You’ll learn how to harness the full potential of Vertex AI for developing and deploying no-code, low-code, or fully customized ML solutions. This book takes a hands-on approach to developing u deploying some real-world ML solutions on Google Cloud, leveraging key technologies such as Vision, NLP, generative AI, and recommendation systems. Additionally, this book covers pre-built and turnkey solution offerings as well as guidance on seamlessly integrating them into your ML workflows. By the end of this book, you’ll have the confidence to develop and deploy large-scale production-grade ML solutions using the MLOps tooling and best practices from Google.What you will learn Understand the ML lifecycle, challenges, and importance of MLOps Get started with ML model development quickly using Google Vertex AI Manage datasets, artifacts, and experiments Develop no-code, low-code, and custom AI solution on Google Cloud Implement advanced model optimization techniques and tooling Understand pre-built and turnkey AI solution offerings from Google Build and deploy custom ML models for real-world applications Explore the latest generative AI tools within Vertex AI Who this book is for If you are a machine learning practitioner who wants to learn end-to-end ML solution development on Google Cloud Platform using MLOps best practices and tools offered by Google Vertex AI, this is the book for you.

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Currently, there are nearly 200 publicly traded real estate investment trusts (more commonly referred to as REITs) in operation in the United Sates with a combined $500 billion in assets. An estimated two-thirds of REITS are traded on national stock exchanges. A REIT is a real estate company that offers its shares to the public. By doing so, a REIT stock becomes like any other stock that represents the holder s ownership in a business. However, REITs have two distinct features: REITs manage groups of income-producing properties and must distribute 90 percent of profits as dividends. The Complete Guide to Investing in REITs will teach you everything you need to know about REITs and how you can earn high rates of return. In this book, you will learn about publicly and privately held REITs, Net Asset Value (NAV), Adjusted Funds From Operations (AFFO), Cash Available for Distribution (CAD), the benefits associated with REITS, dividend reinvestment programs (DRiPs), capitalization rate, equitization, leverage, positive spread investing, securitization, and straight-lining. You will also learn about equity, mortgage, and hybrid REITs and the more specific types, including residential, office, industrial, and retail. The Complete Guide to Investing in REITs will walk you through finding the appropriate REIT for you. This book will also teach you how to manage your REIT, how to limit your personal risk, how to understand REIT performance, and how to analyze REITs. By reading this book, you will know and understand the pitfalls of investing in REITs, you will know how REITs behave as an investment class and how to best integrate them into your portfolio, and you will know what economic issues affect real estate and the effects these have on REITs. This book is not merely for the novice investor who wants to learn everything possible about real estate investment trusts; professional investors, financial planners, and investment advisors will also find valuable information in this book. Ultimately, The Complete Guide to Investing in REITs will help you stabilize and grow your portfolio and earn high rates of return by providing you with vital information and practical guidance. Atlantic Publishing is a small, independent publishing company based in Ocala, Florida. Founded over twenty years ago in the company president's garage, Atlantic Publishing has grown to become a renowned resource for non-fiction books. Today, over 450 titles are in print covering subjects such as small business, healthy living, management, finance, careers, and real estate. Atlantic Publishing prides itself on producing award winning, high-quality manuals that give readers up-to-date, pertinent information, real-world examples, and case studies with expert advice. Every book has resources, contact information, and web sites of the products or companies discussed.

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