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Up and Running Google AutoML and AI Platform Building Machine Learning and NLP Models Using AutoML and AI Platform for Production Environment English Edition

Up and Running Google AutoML and AI Platform  Building Machine Learning and NLP Models Using AutoML and AI Platform for Production Environment  English Edition  Book
Author : Navin Sabharwal,Amit Agrawal
Publisher : BPB Publications
Release : 2021-01-05
ISBN : 9388511921
Language : En, Es, Fr & De

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Book Description :

A step-by-step guide to build machine learning and NLP models using Google AutoML KEY FEATURES •Understand the basic concepts of Machine Learning and Natural Language Processing •Understand the basic concepts of Google AutoML, AI Platform, and Tensorflow •Explore the Google AutoML Natural Language service •Understand how to implement NLP models like Issue Categorization Systems using AutoML •Understand how to release the features of AutoML models as REST APIs for other applications •Understand how to implement the NLP models using the Google AI Platform DESCRIPTION Google AutoML and AI Platform provide an innovative way to build an AI-based system with less effort. In this book, you will learn about the basic concepts of Machine Learning and Natural Language Processing. You will also learn about the Google AI services such as AutoML, AI Platform, and Tensorflow, Google’s deep learning library, along with some practical examples using these services in real-life scenarios. You will also learn how the AutoML Natural Language service and AI Platform can be used to build NLP and Machine Learning models and how their features can be released as REST APIs for other applications. In this book, you will also learn the usage of Google’s BigQuery, DataPrep, and DataProc for building an end-to-end machine learning pipeline. This book will give you an in-depth knowledge of Google AutoML and AI Platform by implementing real-life examples such as the Issue Categorization System, Sentiment Analysis, and Loan Default Prediction System. This book is relevant to the developers, cloud enthusiasts, and cloud architects at the beginner and intermediate levels. WHAT YOU WILL LEARN By the end of this book, you will learn how Google AutoML, AI Platform, BigQuery, DataPrep, and Dapaproc can be used to build an end-to-end machine learning pipeline. You will also learn how different types of AI problems can be solved using these Google AI services. A step-by-step implementation of some common NLP problems such as the Issue Categorization System and Sentiment Analysis System that provide you with hands-on experience in building complex AI-based systems by easily leveraging the GCP AI services. WHO IS THIS BOOK FOR This book is for machine learning engineers, NLP users, and data professionals who want to develop and streamline their ML models and put them into production using Google AI services. Prior knowledge of python programming and the basics of machine learning would be preferred. TABLE OF CONTENTS 1. Introduction to Artificial Intelligence 2. Introducing the Google Cloud Platform 3. AutoML Natural Language 4. Google AI Platform 5. Google Data Analysis, Preparation, and Processing Services AUTHOR BIO Navin Sabharwal: Navin is an innovator, leader, author, and consultant in AI and Machine Learning, Cloud Computing, Big Data Analytics, Software Product Development, Engineering, and R&D. He has authored books on technologies such as GCP, AWS, Azure, AI and Machine Learning systems, IBM Watson, chef, GKE, Containers, and Microservices. He is reachable at [email protected] Amit Agrawal: Amit holds a master’s degree in Computer Science and Engineering from MNNIT (Motilal Nehru National Institute of Technology, Allahabad), one of the premier institutes of Engineering in India. He is working as a principal Data Scientist and researcher, delivering solutions in the fields of AI and Machine Learning. He is responsible for designing end-to-end solutions and architecture for enterprise products. He is reachable at [email protected]

Google SketchUp 8 For Dummies

Google SketchUp 8 For Dummies Book
Author : Aidan Chopra
Publisher : John Wiley & Sons
Release : 2010-12-07
ISBN : 9781118016619
Language : En, Es, Fr & De

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Book Description :

Go 3D with Google's exciting architectural design software for Mac and Windows Whether you need to learn 3D modeling for business or you're just eager to see what you can create, Google SketchUp and Google SketchUp 8 For Dummies are for you. Available in both a free hobbyist version and a full-featured professional version, SketchUp explodes the myth that 3D modeling software must be complicated to learn and use. This book will take you step by step through downloading and using both versions on both Mac and Windows. There are even video walkthroughs on the companion Web site. Google's exciting 3D modeling software offers hobbyists as well as architects, engineers, and industrial designers a less complicated tool for architectural rendering, urban planning, set design, game design, and other uses This guide explains both the free and professional versions for both Windows and Mac Covers the basic concepts of 3D modeling and how to build a 3D model, print or share your work online, export your drawing to another design package or Google Earth, and create a detailed set of plans Companion Web site features video walkthroughs Google SketchUp 8 For Dummies gets you up and running with 3D modeling quickly and easily.

Practical Python AI Projects

Practical Python AI Projects Book
Author : Serge Kruk
Publisher : Apress
Release : 2018-02-26
ISBN : 1484234235
Language : En, Es, Fr & De

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Book Description :

Discover the art and science of solving artificial intelligence problems with Python using optimization modeling. This book covers the practical creation and analysis of mathematical algebraic models such as linear continuous models, non-obviously linear continuous models,and pure linear integer models. Rather than focus on theory, Practical Python AI Projects, the product of the author's decades of industry teaching and consulting, stresses the model creation aspect; contrasting alternate approaches and practical variations. Each model is explained thoroughly and written to be executed. The source code from all examples in the book is available, written in Python using Google OR-Tools. It also includes a random problem generator, useful for industry application or study. What You Will Learn Build basic Python-based artificial intelligence (AI) applications Work with mathematical optimization methods and the Google OR-Tools (Optimization Tools) suite Create several types of projects using Python and Google OR-Tools Who This Book Is For Developers and students who already have prior experience in Python coding. Some prior mathematical experience or comfort level may be helpful as well.

Management in the Digital Age

Management in the Digital Age Book
Author : Annika Steiber
Publisher : Springer
Release : 2017-10-26
ISBN : 3319674897
Language : En, Es, Fr & De

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Book Description :

In this Springer Brief, the author introduces how Chinese firms are successfully using their own variants of the 'Silicon Valley Approach' to management. The author begins the discussion by deliberating on the extent to which management models need to be re-invented. A fundamentally new approach is then introduced, which already exists and is proving itself in practice at some of Silicon Valley ́s most dynamic firms. The author finds that the Chinese management models, in comparison, may be even more advanced. If true, this could have profound implications for managers everywhere. The author acknowledges that no management model fails (or succeeds) every time. Skeptics can point to bigbureaucratic firms that continue to prosper, as well as to radical innovators that have gone under. This book brings to light the need that has emerged for a model that will give companies their best chances of thriving amid the VUCA whirlwind. A combination of evidence and informed opinion indicates the old management model has run its course.

The Gv Model Guide

The Gv Model Guide Book
Author : Tenny Pinheiro
Publisher : Createspace Independent Publishing Platform
Release : 2018-02-13
ISBN : 9781985396388
Language : En, Es, Fr & De

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Book Description :

This book is a must-have to any Design Sprint Master out there in the field running Design Sprints. It is full of best-practices and straight to the point information about the Google Ventures' Design Sprint methodology.

Getting Started with Google BERT

Getting Started with Google BERT Book
Author : Sudharsan Ravichandiran
Publisher : Packt Publishing Ltd
Release : 2021-01-22
ISBN : 1838826238
Language : En, Es, Fr & De

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Book Description :

Getting Started with Google BERT will help you become well-versed with the BERT model from scratch and learn how to create interesting NLP applications. You'll understand several variants of BERT such as ALBERT, RoBERTa, DistilBERT, ELECTRA, VideoBERT, and many others in detail.

The Business Model Navigator

The Business Model Navigator Book
Author : Oliver Gassmann,Karolin Frankenberger,Michaela Csik
Publisher : Pearson UK
Release : 2014-11-10
ISBN : 1292065842
Language : En, Es, Fr & De

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Book Description :

A strong business model is the bedrock to business success. But all too often we fail to adapt, clinging to outdated models that are no longer delivering the results we need. The brains behind The Business Model Navigator have discovered that just 55 business models are responsible for 90% of the world's most successful businesses. These 55 models – from the Add-On model used by Ryanair to the Subscription model used by Spotify – provide the blueprints you need to revolutionise your business and drive powerful change. As well as providing a practical framework for adapting and innovating your business model, this book also includes each of the 55 models in a quick-read format that covers: What it is Who invented it and who uses it now When and how to apply it “An excellent toolkit for developing your business model.” Dr Heinz Derenbach, CEO, Bosch Software Innovations

The Business Model Innovation Playbook

The Business Model Innovation Playbook Book
Author : Gennaro Cuofano
Publisher : FourWeekMBA
Release : 2019-11-19
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Business model innovation is about increasing the success of an organization with existing products and technologies by crafting a compelling value proposition able to propel a new business model to scale up customers and create a lasting competitive advantage. And it all starts by mastering the key customers. - The importance of business model innovation - Business model innovation enables you to create competitive moats - A multi-faceted concept - Analysts use business models to produce financial analyses - Academics study business models for the sake of classifying things - Most people confuse business models for business plans - Startups confuse business models for monetization strategies - Business model innovation is an experimentation mindset for entrepreneurs - An entrepreneur is not a scientist - Business model innovation is at the same time a mindset, a framework and a set of tools for entrepreneurs - Myth one: the best product wins - Myth two: technology is what gives a competitive advantage - Myth three: business model innovation is just about how you make money - What kind of questions do you need to ask with business model innovation? - Paths toward business model innovation - Engineer an innovative business model from scratch - Find an innovative business model along the way - Use business model innovation as a survival mechanism - Business model innovation examples - Netflix business model innovation (case study) - Amazon business model innovation (case study) - Apple business model innovation (case study) - Google business model innovation (case study) - Facebook business model innovation (case study) - Is business model innovation for anyone? - Key takeaways

Google SketchUp For Dummies

Google SketchUp For Dummies Book
Author : Aidan Chopra
Publisher : For Dummies
Release : 2007-09-18
ISBN : 0470183357
Language : En, Es, Fr & De

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Book Description :

Considerably easier to use than other 3D software, Google SketchUp has found a niche in architecture, landscaping, real estate development, furniture building, and other design professions The fun and friendly approach assumes no previous 3D modeling experience and explains the basic concepts involved in 3D modeling Shows readers how to build a 3D model, print it, share it, export it to another professional design package, export it to Google Earth, and create a 3D animated tour Helps readers harness the power of Google SketchUp so that they can populate Google Earth with 3D buildings, monuments, and other sculptures

Google SketchUp Cookbook

Google SketchUp Cookbook Book
Author : Bonnie Roskes
Publisher : "O'Reilly Media, Inc."
Release : 2009-03-10
ISBN : 9780596555528
Language : En, Es, Fr & De

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Book Description :

As the first book for intermediate and advanced users of Google SketchUp, this Cookbook goes beyond the basics to explore the complex features and tools that design professionals use. You'll get numerous step-by-step tutorials for solving common (and not so common) design problems, with detailed color graphics to guide your way, and discussions that explain additional ways to complete a task. Google SketchUp Cookbook will help you: Use SketchUp more efficiently by taking advantage of components and groups Learn new techniques for using Follow Me, Intersect, and constraints Go beyond simple textures with tools such as texture positioning and Photo Match Create animations and walkthroughs, and explore design scenarios by using layers and scenes Learn how to use styles to customize your presentations Combine SketchUp with the 3D Warehouse and Google Earth Google SketchUp Cookbook is ideal for architects, engineers, interior designers, product designers, woodworkers, and other professionals and hobbyists who want to work more efficiently and achieve true mastery of this amazing tool.

Business Model Generation

Business Model Generation Book
Author : Alexander Osterwalder,Yves Pigneur
Publisher : OSF
Release : 2009
ISBN : 2839905809
Language : En, Es, Fr & De

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Book Description :

Download Business Model Generation book written by Alexander Osterwalder,Yves Pigneur, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Google SketchUp 7 For Dummies

Google SketchUp 7 For Dummies Book
Author : Aidan Chopra
Publisher : John Wiley & Sons
Release : 2009-04-13
ISBN : 9780470498095
Language : En, Es, Fr & De

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Book Description :

Google SketchUp is the exciting free software package that makes 3D available to everybody. Whether you need to build 3D models for work, or you’ve just always wanted to explore 3D modeling, Google SketchUp was made for you. Still, it does take a bit of understanding to get started, so turn to Google SketchUp 7 For Dummies. In classic For Dummies tradition, Google SketchUp 7 For Dummies gets right to the point so you can start creating 3D models right away. You’ll learn to: Set up SketchUp, learn about edges and faces, use inferences and guides, and build your first model Establish a basic end-to-end workflow for creating and sharing models Model non-boxy objects like terrain, characters, bottles, and spheres Add details like stairs, gutters, and eaves Spruce up your models with styles and shadows to add effects, make objects pop, and enhance realism Use the LayOut function to draw with vector tools, add text and callouts, and print your work Design buildings and objects, export your models to other design programs or to Google Earth, and explore 3D animation On the book’s companion Web site, you’ll also find a bonus chapter and videos demonstrating more about what you can do with Google SketchUp. Google SketchUp 7 For Dummies also shows you what SketchUp can and can’t do, and offers tips for solving common problems. Add a new dimension to your work today!

Data Science on the Google Cloud Platform

Data Science on the Google Cloud Platform Book
Author : Valliappa Lakshmanan
Publisher : "O'Reilly Media, Inc."
Release : 2017-12-12
ISBN : 1491974532
Language : En, Es, Fr & De

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Book Description :

Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build on top of the Google Cloud Platform (GCP). This hands-on guide shows developers entering the data science field how to implement an end-to-end data pipeline, using statistical and machine learning methods and tools on GCP. Through the course of the book, you’ll work through a sample business decision by employing a variety of data science approaches. Follow along by implementing these statistical and machine learning solutions in your own project on GCP, and discover how this platform provides a transformative and more collaborative way of doing data science. You’ll learn how to: Automate and schedule data ingest, using an App Engine application Create and populate a dashboard in Google Data Studio Build a real-time analysis pipeline to carry out streaming analytics Conduct interactive data exploration with Google BigQuery Create a Bayesian model on a Cloud Dataproc cluster Build a logistic regression machine-learning model with Spark Compute time-aggregate features with a Cloud Dataflow pipeline Create a high-performing prediction model with TensorFlow Use your deployed model as a microservice you can access from both batch and real-time pipelines

The Role of Data

The Role of Data Book
Author : Øystein Evenstad
Publisher : Unknown
Release : 2020
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download The Role of Data book written by Øystein Evenstad, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Business Models and Modelling

Business Models and Modelling Book
Author : Anonim
Publisher : Emerald Group Publishing
Release : 2015-11-09
ISBN : 1785604627
Language : En, Es, Fr & De

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Book Description :

In this volume leading scholars from North America, Europe and Asia come together to explore the topic of business models that takes the demand side (customers and their engagement) seriously. The first part deals with the model dimension of business models. The second part deals with business models and change.

Digital Business Models

Digital Business Models Book
Author : Bernd W. Wirtz
Publisher : Springer
Release : 2019-05-14
ISBN : 9783030130046
Language : En, Es, Fr & De

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Book Description :

The spread of the Internet into all areas of business activities has put a particular focus on business models. The digitalization of business processes is the driver of changes in company strategies and management practices alike. This textbook provides a structured and conceptual approach, allowing students and other readers to understand the commonalities and specifics of the respective business models. The book begins with an overview of the business model concept in general by presenting the development of business models, analyzing definitions of business models and discussing the significance of the success of business model management. In turn, Chapter 2 offers insights into and explanations of the business model concept and provides the underlying approaches and ideas behind business models. Building on these foundations, Chapter 3 outlines the fundamental aspects of the digital economy. In the following chapters the book examines various core models in the business to consumer (B2C) context. The chapters follow a 4-C approach that divides the digital B2C businesses into models focusing on content, commerce, context and connection. Each chapter describes one of the four models and provides information on the respective business model types, the value chain, core assets and competencies as well as a case study. Based on the example of Google, Chapter 8 merges these approaches and describes the development of a hybrid digital business model. Chapter 9 is dedicated to business-to-business (B2B) digital business models. It shows how companies focus on business solutions such as online provision of sourcing, sales, supportive collaboration and broker services. Chapter 10 shares insight into the innovation aspect of digital business models, presenting structures and processes of digital business model innovation. The book is rounded out by a comprehensive case study on Google/Alphabet that combines all aspects of digital business models. Conceived as a textbook for students in advanced undergraduate courses, the book will also be useful for professionals and practitioners involved in business model innovation, and applied researchers.

Business Model Management

Business Model Management Book
Author : Bernd W. Wirtz
Publisher : Springer Nature
Release : 2020-09-30
ISBN : 3030480178
Language : En, Es, Fr & De

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Book Description :

“How are business models purposeful designed and structured? How can the models be implemented professionally and managed successfully and sustainably? In what ways can existing business models be adapted to the constantly changing conditions? In this clearly structured reference work, Bernd W. Wirtz gives an answer to all these issues and provides the reader with helpful guidance. Although, ‘Business Model Management’ is first and foremost a scientific reference book, which comprehensively addresses the theory of business models, with his book Bernd W. Wirtz also turns to practitioners. Not least, the many clearly analyzed case studies of companies in different industries contribute to this practical relevance. My conclusion: ‘Business Model Management’ is an informative and worthwhile read, both for students of business administration as a textbook as well as for experienced strategists and decision makers in the company as a fact-rich, practical compendium.” Matthias Müller, Chief Executive Officer Porsche AG (2010-2015), Chief Executive Officer (2015-2018) Volkswagen AG “In dynamic and complex markets a well thought out business model can be a critical factor for the success of a company. Bernd Wirtz vividly conveys how business models can be employed for strategic competition and success analysis. He structures and explains the major theoretical approaches in the literature and practical solutions in an easy and understandable way. Numerous examples from business practice highlight the importance of business models in the context of strategic management. The book has the potential to become a benchmark on the topic business models in the German-speaking world.” Hermann-Josef Lamberti, Member of the Board Deutsche Bank AG 1999-2012/ Member of the Board of Directors, Airbus Group “The business environment has become increasingly complex. Due to changing conditions, the executive board of a company is confronted with growing challenges and increasing uncertainty. Thus, a holistic understanding of the corporate production and performance systems is becoming more and more important. At this point, Bernd W. Wirtz introduces and presents the concept of the structured discussion of the own business model. Business models present operational service processes in aggregated form. This holistic approach channels the attention of management, supports a sound understanding of relationships and facilitates the adaption of the business to changing conditions. The management of business models is thus an integrated management concept. Through the conceptual presentation of complex issues the author makes a valuable contribution to the current literature. In particular, the referenced case studies from various industries make the book clear and very applicable to practice.” Dr. Lothar Steinebach, Member of the Board, Henkel AG 2007-2012/ Supervisory Board, ThyssenKrupp AG

The Model

The Model Book
Author : Milo Manara
Publisher : Unknown
Release : 2002-10-01
ISBN : 9781561633395
Language : En, Es, Fr & De

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Book Description :

The great Manara presents to us, in this lush art book, the history of women modeling whether for painters, sculptors, as muses to well known artists and creators of all types, and of course, as modern-day advertising models and cover girls. The whole range of feminine beauty is there as only he can so sensuously bring it out!

Machine Learning with BigQuery ML

Machine Learning with BigQuery ML Book
Author : Alessandro Marrandino
Publisher : Packt Publishing Ltd
Release : 2021-06-11
ISBN : 1800562187
Language : En, Es, Fr & De

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Book Description :

Manage different business scenarios with the right machine learning technique using Google's highly scalable BigQuery ML Key Features Gain a clear understanding of AI and machine learning services on GCP, learn when to use these, and find out how to integrate them with BigQuery ML Leverage SQL syntax to train, evaluate, test, and use ML models Discover how BigQuery works and understand the capabilities of BigQuery ML using examples Book Description BigQuery ML enables you to easily build machine learning (ML) models with SQL without much coding. This book will help you to accelerate the development and deployment of ML models with BigQuery ML. The book starts with a quick overview of Google Cloud and BigQuery architecture. You'll then learn how to configure a Google Cloud project, understand the architectural components and capabilities of BigQuery, and find out how to build ML models with BigQuery ML. The book teaches you how to use ML using SQL on BigQuery. You'll analyze the key phases of a ML model's lifecycle and get to grips with the SQL statements used to train, evaluate, test, and use a model. As you advance, you'll build a series of use cases by applying different ML techniques such as linear regression, binary and multiclass logistic regression, k-means, ARIMA time series, deep neural networks, and XGBoost using practical use cases. Moving on, you'll cover matrix factorization and deep neural networks using BigQuery ML's capabilities. Finally, you'll explore the integration of BigQuery ML with other Google Cloud Platform components such as AI Platform Notebooks and TensorFlow along with discovering best practices and tips and tricks for hyperparameter tuning and performance enhancement. By the end of this BigQuery book, you'll be able to build and evaluate your own ML models with BigQuery ML. What you will learn Discover how to prepare datasets to build an effective ML model Forecast business KPIs by leveraging various ML models and BigQuery ML Build and train a recommendation engine to suggest the best products for your customers using BigQuery ML Develop, train, and share a BigQuery ML model from previous parts with AI Platform Notebooks Find out how to invoke a trained TensorFlow model directly from BigQuery Get to grips with BigQuery ML best practices to maximize your ML performance Who this book is for This book is for data scientists, data analysts, data engineers, and anyone looking to get started with Google's BigQuery ML. You'll also find this book useful if you want to accelerate the development of ML models or if you are a business user who wants to apply ML in an easy way using SQL. Basic knowledge of BigQuery and SQL is required.

Beginning Google Sketchup for 3D Printing

Beginning Google Sketchup for 3D Printing Book
Author : Sandeep Singh
Publisher : Apress
Release : 2011-07-30
ISBN : 1430233621
Language : En, Es, Fr & De

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Book Description :

The age of 3D printing and personal fabrication is upon us! You've probably heard of the incredibly sophisticated, yet inexpensive 3D printers that can produce almost any creation you give them. But how do you become part of that revolution? Sandeep Singh takes you through the skills you need to learn and the services and technologies you need to know—explaining what 3D printing is, how it works, and what it can do for you. You'll find yourself rapidly prototyping and learning to produce complex designs that can be fabricated by online 3D printing services or privately-owned 3D printers—in your hands in no time. Beginning Google SketchUp for 3D Printing starts by explaining how to use SketchUp and its plug-ins to make your design products. You will learn how to present and animate 3D models, and how to use Google Earth and 3D Warehouse to sell and market your 3D models. You'll also catch a glimpse of the 3D printing's future so you can plan ahead while mastering today's tools. Beginning Google SketchUp for 3D Printing is the perfect book for 3D designers, hobbyists, woodworkers, craftspeople, and artists interested in the following: Designing in 3D using SketchUp Using the online 3D printing pipeline Animating SketchUp 3D models Becoming familiar with rapid prototyping technology Navigating new 3D and personal fabrication technologies Working with Google Earth and 3D Warehouse with confidence Welcome to the era of 3D printing and personal fabrication!