Real World Content Modeling

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Real World Content Modeling

Author : Deane Barker
Publisher :
ISBN 13 : 9781692295608
Total Pages : 198 pages
Book Rating : 4.2/5 (956 download)

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Book Synopsis Real World Content Modeling by : Deane Barker

Download or read book Real World Content Modeling written by Deane Barker and published by . This book was released on 2019-10-08 with total page 198 pages. Available in PDF, EPUB and Kindle. Book excerpt: Too often, content models are developed with no consideration of the system in which they have to operate. This book is an examination of how content actually gets modeled inside a CMS -- what features and architectures are available to translate a theoretical domain model into something that a CMS can manage. If you're looking for a CMS, what features should you look for? Does your current CMS measure up to the state of the market? What is possible in content modeling at this point in the industry? Table of Contents Introduction About this Guide How a CMS Helps (Or Hinders) Your Content Model The Anatomy of a Content Model Eval #1: What is the built-in content model? Timeout: What's the difference between built-in and custom? Eval #2: Can the built-in model be extended with custom content types? Timeout: Opinionated Software Eval #3: What built-in attribute types are available? Timeout: How Content Is Stored Eval #4: How is content represented in the API? Eval #5: How can attribute values be validated? Eval #6: How is the model supported in the editorial interface? Eval #7: Can an attribute value be a reference to another object? Timeout: Let's Evaluate the Current Level of Functionality Eval #8: Can an attribute value be an embedded content object? Eval #9: Can custom validation rules be built? Eval #10: Can custom attribute types be created? Eval #11: Can attribute values repeat? Eval #12: Can types be formed through inheritance or composition? Eval #13: Can content objects be organized into a hierarchy? Eval #14: Can content objects inherit from other content objects? Eval #15: What is the relationship between "pages" and "content"? Eval #16: Can access to types and attributes be limited by user permissions? Eval #17: How can rich text fields be structured? Eval #18: What options are available for dynamic page composition? Eval #19: What aggregation structures are available to organize content? Timeout: What Is and Isn't Considered "Content"? Eval #20: How can types be changed after object creation? Eval #21: How does the system model file assets? Eval #22: By what method is the content model actually defined? Eval #23: How does the system's API support the model? Conclusion Postscript: Thoughts on Model Interoperability About the Author

Handbook of Real-World Applications in Modeling and Simulation

Author : John A. Sokolowski
Publisher : John Wiley & Sons
ISBN 13 : 1118241266
Total Pages : 352 pages
Book Rating : 4.1/5 (182 download)

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Book Synopsis Handbook of Real-World Applications in Modeling and Simulation by : John A. Sokolowski

Download or read book Handbook of Real-World Applications in Modeling and Simulation written by John A. Sokolowski and published by John Wiley & Sons. This book was released on 2012-03-28 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduces various modeling and simulation methods and paradigms that are used to explain and solve the predominant challenges facing society Handbook of Real-World Applications in Modeling and Simulation provides a thorough explanation of modeling and simulation in the most useful, current, and predominant applied areas of transportation, homeland security, medicine, operational research, military science, and business modeling. Offering a cutting-edge and accessible presentation, this book discusses how and why the presented domains have become leading applications of modeling and simulation techniques. Contributions from leading academics and researchers integrate modeling and simulation theories, methods, and data to analyze challenges that involve technological and social issues. The book begins with an introduction that explains why modeling and simulation is a reliable analysis assessment tool for complex systems problems. Subsequent chapters provide an orientation to various modeling and simulation methods and paradigms that are used to explain and solve the predominant challenges across real-world applied domains. Additionally, the handbook: Provides a practical one-stop reference on modeling and simulation and contains an accessible introduction to key concepts and techniques Introduces, trains, and prepares readers from statistics, mathematics, engineering, computer science, economics, and business to use modeling and simulation in their studies and research Features case studies that are representative of fundamental areas of multidisciplinary studies and provides a concise look at the key concepts of modeling and simulation Contains a collection of original ideas on modeling and simulation to help academics and practitioners develop a multifunctional perspective Self-contained chapters offer a comprehensive approach to explaining each respective domain and include sections that explore the related history, theory, modeling paradigms, and case studies. Key terms and techniques are clearly outlined, and exercise sets allow readers to test their comprehension of the presented material. Handbook of Real-World Applications in Modeling and Simulation is an essential reference for academics and practitioners in the areas of operations research, business, management science, engineering, statistics, mathematics, and computer science. The handbook is also a suitable supplement for courses on modeling and simulation at the graduate level.

Real World XML

Author : Steven Holzner
Publisher : Peachpit Press
ISBN 13 : 9780735712867
Total Pages : 1202 pages
Book Rating : 4.7/5 (128 download)

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Book Synopsis Real World XML by : Steven Holzner

Download or read book Real World XML written by Steven Holzner and published by Peachpit Press. This book was released on 2003 with total page 1202 pages. Available in PDF, EPUB and Kindle. Book excerpt: Steven Holzner's friendly, easy-to-read style has turned this book (formerly known asInside XML) into the leading reference on XML. Unlike other XML books, this one is packed with hundreds of real-world examples, fully tested and ready to use! Holzner teaches you XML like no other author can, covering every major XML topic today and detailing the ways XML is used now--connecting XML to databases (both locally and on web servers), stying XML for viewing in today's web browsers, reading and parsing XML documents in browsers, writing and using XML schemas, creating graphical XML browsers, working with the Simple Object Access Protocol (SOAP), and a great deal more. Real World XML is designed to be the standard in XML coverage--more complete, and more accessible, than any other. "The author's approach is definitely bottom up, written in a highly personable tone. He makes efficient use of example code, which sets this book apart from many I have read in the past. His examples bring to life the code without overwhelming the reader, and he does not present any examples for which the reader has not been prepared. In addition, no prior knowledge of XML is assumed. As such, this is an excellent book for both beginners and intermediate level web designers and programmers. Experts, too, will find this book of value, due to its emphasis on real world applicability. Overall, this book will benefit all web developers and programmers, with a special emphasis on beginner and intermediate developers."--Donna A. Dulo, MS, MA, Senior Systems Engineer, U.S. Department of Defense "This book will provide a brilliant basis for anyone wishing to keep up to speed with the new XML developments."--Mr. Andrew Madden, Department of Computer Science, University of Wales "I found this book's strengths to be: its exhaustive specification reference for the conscientious developer; access to the official specs, which is key; the wide variety of choices provided for all aspects of XML; several alternatives provided for each editor, browser, parser, stylesheet transform engine, and programming language; and working examples that show the power of the tools used."--Jaime Ryan, Software Developer/Documentation Manager, Blue Titan Software

Web Content Management

Author : Deane Barker
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491908084
Total Pages : 375 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Web Content Management by : Deane Barker

Download or read book Web Content Management written by Deane Barker and published by "O'Reilly Media, Inc.". This book was released on 2016-03-22 with total page 375 pages. Available in PDF, EPUB and Kindle. Book excerpt: Looking to select a web content management system (CMS), but confused about the promises, terminology, and buzzwords? Do you want to understand content management without having to dive into the underlying programming? This book provides a clear, unbiased overview of the entire CMS ecosystem—from platforms to implementations—in a language- and platform-agnostic manner for project managers, executives, and new developers alike. Author Deane Barker, a CMS consultant with almost two decades of experience, helps you explore many different systems, technologies, and platforms. By the end of the book, you’ll have the knowledge necessary to make decisions about features, architectures, and implementation methods to ensure that your project solves the right problems. Learn what content is, how to compare different systems, and what the roles of a CMS team are Understand how a modern CMS models and aggregates content, coordinates workflow, and manages assets Explore the scope and structure of a CMS implementation project Learn the process and best practices for successfully running your CMS implementation Examine the practice of migrating web content, and learn how to work with an external CMS integrator

Digital Representations of the Real World

Author : Marcus A. Magnor
Publisher : CRC Press
ISBN 13 : 1482243822
Total Pages : 454 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Digital Representations of the Real World by : Marcus A. Magnor

Download or read book Digital Representations of the Real World written by Marcus A. Magnor and published by CRC Press. This book was released on 2015-05-07 with total page 454 pages. Available in PDF, EPUB and Kindle. Book excerpt: Create Genuine Visual Realism in Computer Graphics Digital Representations of the Real World: How to Capture, Model, and Render Visual Reality explains how to portray visual worlds with a high degree of realism using the latest video acquisition technology, computer graphics methods, and computer vision algorithms. It explores the integration of ne

Real-World Decision Modeling with DMN

Author : James Taylor
Publisher : Jtonedm
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.2/5 (182 download)

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Book Synopsis Real-World Decision Modeling with DMN by : James Taylor

Download or read book Real-World Decision Modeling with DMN written by James Taylor and published by Jtonedm. This book was released on 2023-07-24 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Organizations make thousands of automated, operational decisions every week. How well they make these decisions drives profitability, reputation and customer satisfaction. Decision modeling helps them understand, automate and improve them

Domain Modeling Made Functional

Author : Scott Wlaschin
Publisher : Pragmatic Bookshelf
ISBN 13 : 1680505491
Total Pages : 426 pages
Book Rating : 4.6/5 (85 download)

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Book Synopsis Domain Modeling Made Functional by : Scott Wlaschin

Download or read book Domain Modeling Made Functional written by Scott Wlaschin and published by Pragmatic Bookshelf. This book was released on 2018-01-25 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: You want increased customer satisfaction, faster development cycles, and less wasted work. Domain-driven design (DDD) combined with functional programming is the innovative combo that will get you there. In this pragmatic, down-to-earth guide, you'll see how applying the core principles of functional programming can result in software designs that model real-world requirements both elegantly and concisely - often more so than an object-oriented approach. Practical examples in the open-source F# functional language, and examples from familiar business domains, show you how to apply these techniques to build software that is business-focused, flexible, and high quality. Domain-driven design is a well-established approach to designing software that ensures that domain experts and developers work together effectively to create high-quality software. This book is the first to combine DDD with techniques from statically typed functional programming. This book is perfect for newcomers to DDD or functional programming - all the techniques you need will be introduced and explained. Model a complex domain accurately using the F# type system, creating compilable code that is also readable documentation---ensuring that the code and design never get out of sync. Encode business rules in the design so that you have "compile-time unit tests," and eliminate many potential bugs by making illegal states unrepresentable. Assemble a series of small, testable functions into a complete use case, and compose these individual scenarios into a large-scale design. Discover why the combination of functional programming and DDD leads naturally to service-oriented and hexagonal architectures. Finally, create a functional domain model that works with traditional databases, NoSQL, and event stores, and safely expose your domain via a website or API. Solve real problems by focusing on real-world requirements for your software. What You Need: The code in this book is designed to be run interactively on Windows, Mac and Linux.You will need a recent version of F# (4.0 or greater), and the appropriate .NET runtime for your platform.Full installation instructions for all platforms at fsharp.org.

Financial Modeling

Author : Simon Benninga
Publisher : MIT Press
ISBN 13 : 9780262024822
Total Pages : 648 pages
Book Rating : 4.0/5 (248 download)

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Book Synopsis Financial Modeling by : Simon Benninga

Download or read book Financial Modeling written by Simon Benninga and published by MIT Press. This book was released on 2000 with total page 648 pages. Available in PDF, EPUB and Kindle. Book excerpt: Too often, finance courses stop short of making a connection between textbook finance and the problems of real-world business. "Financial Modeling" bridges this gap between theory and practice by providing a nuts-and-bolts guide to solving common financial problems with spreadsheets. The CD-ROM contains Excel* worksheets and solutions to end-of-chapter exercises. 634 illustrations.

Context in Computing

Author : Patrick Brézillon
Publisher : Springer
ISBN 13 : 1493918877
Total Pages : 571 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis Context in Computing by : Patrick Brézillon

Download or read book Context in Computing written by Patrick Brézillon and published by Springer. This book was released on 2014-12-09 with total page 571 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume explores how context has been and can be used in computing to model human behaviors, actions and communications as well as to manage data and knowledge. It addresses context management and exploitation of context for sharing experience across domains. The book serves as a user-centric guide for readers wishing to develop context-based applications, as well as an intellectual reference on the concept of context. It provides a broad yet deep treatment of context in computing and related areas that depend heavily on computing. The coverage is broad because of its cross-disciplinary nature but treats topics at a sufficient depth to permit a reader to implement context in his/her computational endeavors. The volume addresses how context can be integrated in software and systems and how it can be used in a computing environment. Furthermore, the use of context to represent the human dimension, individually as well as collectively is explained. Contributions also include descriptions of how context has been represented in formal as well as non-formal, structured approaches. The last section describes several human behavior representation paradigms based on the concept of context as its central representational element. The depth and breadth of this content is certain to provide useful as well as intellectually enriching information to readers of diverse backgrounds who have an interest in or are intrigued by using context to assist in their representation of the real world.

Systems Engineering

Author : Sandra Furterer
Publisher : CRC Press
ISBN 13 : 1000509591
Total Pages : 400 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Systems Engineering by : Sandra Furterer

Download or read book Systems Engineering written by Sandra Furterer and published by CRC Press. This book was released on 2021-12-14 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a guide for systems engineering modeling and design. It focuses on the design life cycle with tools and application-based examples of how to design a system, focusing on incorporating systems principles and tools to ensure system integration. It provides product-based and service system examples to understand the models, tools, and activities to be applied to design and implement a system. The first section explains systems principles, models, and architecture for systems engineering, lifecycle models, and the systems architecture. Further sections explain systems design, development, and deployment life cycle with applications and tools and advanced systems engineering topics. Features: Focuses on model-based systems engineering and describes the architecture of the systems design models. Uses real-world examples to corroborate different and disparate systems engineering activities. Describes and applies the Vee systems engineering design methodology, with cohesive examples and applications of designing systems. Discusses culture change and the skills people need to design and integrate systems. Shows detailed and cohesive examples of the systems engineering tools throughout the systems engineering life cycle. This book is aimed at graduate students and researchers in systems engineering, modeling and simulation, any major engineering discipline, industrial engineering, and technology.

Modeling Life

Author : Alan Garfinkel
Publisher : Springer
ISBN 13 : 3319597310
Total Pages : 456 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Modeling Life by : Alan Garfinkel

Download or read book Modeling Life written by Alan Garfinkel and published by Springer. This book was released on 2017-09-06 with total page 456 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book develops the mathematical tools essential for students in the life sciences to describe interacting systems and predict their behavior. From predator-prey populations in an ecosystem, to hormone regulation within the body, the natural world abounds in dynamical systems that affect us profoundly. Complex feedback relations and counter-intuitive responses are common in nature; this book develops the quantitative skills needed to explore these interactions. Differential equations are the natural mathematical tool for quantifying change, and are the driving force throughout this book. The use of Euler’s method makes nonlinear examples tractable and accessible to a broad spectrum of early-stage undergraduates, thus providing a practical alternative to the procedural approach of a traditional Calculus curriculum. Tools are developed within numerous, relevant examples, with an emphasis on the construction, evaluation, and interpretation of mathematical models throughout. Encountering these concepts in context, students learn not only quantitative techniques, but how to bridge between biological and mathematical ways of thinking. Examples range broadly, exploring the dynamics of neurons and the immune system, through to population dynamics and the Google PageRank algorithm. Each scenario relies only on an interest in the natural world; no biological expertise is assumed of student or instructor. Building on a single prerequisite of Precalculus, the book suits a two-quarter sequence for first or second year undergraduates, and meets the mathematical requirements of medical school entry. The later material provides opportunities for more advanced students in both mathematics and life sciences to revisit theoretical knowledge in a rich, real-world framework. In all cases, the focus is clear: how does the math help us understand the science?

Argus Developer in Practice

Author : Tim M. Havard
Publisher : Apress
ISBN 13 : 1430262621
Total Pages : 250 pages
Book Rating : 4.4/5 (32 download)

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Book Synopsis Argus Developer in Practice by : Tim M. Havard

Download or read book Argus Developer in Practice written by Tim M. Havard and published by Apress. This book was released on 2013-12-18 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a practical guide to using Argus Developer, the world’s most widely used real estate development feasibility modeling software. Using practical examples and many case studies, it takes readers beyond basic training and provides the in-depth knowledge required to analyze potential real estate deals and help ensure a profitable development. Argus Developer in Practice fills an important gap in the market. Argus Developer, and its predecessor Circle Developer, has long had a dominant position as the primary real estate development appraisal tool. It is used all over the world on a variety of projects ranging from simple residential projects to huge and complex master planned, mixed-use, commercial, residential, and leisure projects. It also shines when used to appraise "refurbs"—taking an existing building or complex and upgrading it or turning it into something entirely different. Argus Developer in Practice,the first book that concentrates on the practical application and use of the program, goes beyond the manual that comes with it by taking you through the development/project appraisal process step by step. In addition, author Tim Havard has over 25 years of experience in carrying out development appraisals both in practice and in teaching at the postgraduate level in UK and Australian universities. He started using the DOS version of Circle Developer in 1990, then worked for both Circle and Argus training clients on the software in the UK, continental Europe, and the Middle East. Besides showing you how to use the program, Havard shows you how to think like a successful real estate developer. Using an extensive array of screenshots, Argus Developer in Practice delves deeply into practical use of the program by offering case studies of varying complexity that will help real estate professionals not just analyze development projects but also learn how the best minds in real estate analyze a project’s potential. You will learn: How to model both simple projects and complex mixed-use and multi-phased investment schemes How to model new uses for existing properties How to think through real estate project problems How to analyze a potential development project in depth By using the program efficiently and making use of its more advanced features, you can help ensure a profitable project without the surprises that accompany most real estate ventures. Argus Developer in Practice therefore provides something priceless—peace of mind. What you’ll learn How to model complex mixed-use and multi-phased investment schemes How to model new uses for existing properties How to think through real estate project problems How to model waterfall financing How to analyze a potential development project in depth Who this book is for This book is for owners and employees of real estate development and investment companies worldwide who use Argus Developer and want to use the program to its fullest capabilities and learn how to model everything from simple single-use developments to complex mixed-use projects. It’s also for independent developers and development advisors, appraisers who carry out feasibility studies on development sites, and student/trainee appraisers and valuators. Table of Contents Appraisals: An Overview An Overview of Argus Developer Argus Developer: Advanced Features Commercial Feasibility Studies Residential Feasibility Studies More Complex Projects Modeling Project Finance Understanding and Modeling Risk in Feasibility Studies Wrap-up

The Great Mental Models, Volume 1

Author : Shane Parrish
Publisher : Penguin
ISBN 13 : 0593719972
Total Pages : 209 pages
Book Rating : 4.5/5 (937 download)

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Book Synopsis The Great Mental Models, Volume 1 by : Shane Parrish

Download or read book The Great Mental Models, Volume 1 written by Shane Parrish and published by Penguin. This book was released on 2024-10-15 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover the essential thinking tools you’ve been missing with The Great Mental Models series by Shane Parrish, New York Times bestselling author and the mind behind the acclaimed Farnam Street blog and “The Knowledge Project” podcast. This first book in the series is your guide to learning the crucial thinking tools nobody ever taught you. Time and time again, great thinkers such as Charlie Munger and Warren Buffett have credited their success to mental models–representations of how something works that can scale onto other fields. Mastering a small number of mental models enables you to rapidly grasp new information, identify patterns others miss, and avoid the common mistakes that hold people back. The Great Mental Models: Volume 1, General Thinking Concepts shows you how making a few tiny changes in the way you think can deliver big results. Drawing on examples from history, business, art, and science, this book details nine of the most versatile, all-purpose mental models you can use right away to improve your decision making and productivity. This book will teach you how to: Avoid blind spots when looking at problems. Find non-obvious solutions. Anticipate and achieve desired outcomes. Play to your strengths, avoid your weaknesses, … and more. The Great Mental Models series demystifies once elusive concepts and illuminates rich knowledge that traditional education overlooks. This series is the most comprehensive and accessible guide on using mental models to better understand our world, solve problems, and gain an advantage.

Real World XML Web Services

Author : Yasser Shohoud
Publisher : Addison-Wesley Professional
ISBN 13 : 9780201774252
Total Pages : 614 pages
Book Rating : 4.7/5 (742 download)

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Book Synopsis Real World XML Web Services by : Yasser Shohoud

Download or read book Real World XML Web Services written by Yasser Shohoud and published by Addison-Wesley Professional. This book was released on 2003 with total page 614 pages. Available in PDF, EPUB and Kindle. Book excerpt: CD-ROM contains: Code samples used in text.

Designing Connected Content

Author : Carrie Hane
Publisher : New Riders
ISBN 13 : 0134764048
Total Pages : 256 pages
Book Rating : 4.1/5 (347 download)

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Book Synopsis Designing Connected Content by : Carrie Hane

Download or read book Designing Connected Content written by Carrie Hane and published by New Riders. This book was released on 2017-12-06 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: With digital content published across more channels than ever before, how can you make yours easy to find, use, and share? Is your content ready for the next wave of content platforms and devices? In Designing Connected Content, Mike Atherton and Carrie Hane share an end-to-end process for building a structured content framework. They show you how to research and model your subject area based on a shared understanding of the important concepts, and how to plan and design interfaces for mobile, desktop, voice, and beyond. You will learn to reuse and remix your valuable content assets to meet the needs of today and the opportunities of tomorrow. Discover a design method that starts with content, not pixels. Master the interplay of content strategy, content design, and content management as you bring your product team closer together and encourage them to think content first. Learn how to Model your content and its underlying subject domain Design digital products that scale without getting messy Bring a cross-functional team together to create content that can be efficiently managed and effectively delivered Create a framework for tackling content overload, a multitude of devices, constantly changing design trends, and siloed content creation

Semantic Modeling for Data

Author : Panos Alexopoulos
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492054224
Total Pages : 330 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Semantic Modeling for Data by : Panos Alexopoulos

Download or read book Semantic Modeling for Data written by Panos Alexopoulos and published by "O'Reilly Media, Inc.". This book was released on 2020-08-19 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: What value does semantic data modeling offer? As an information architect or data science professional, let’s say you have an abundance of the right data and the technology to extract business gold—but you still fail. The reason? Bad data semantics. In this practical and comprehensive field guide, author Panos Alexopoulos takes you on an eye-opening journey through semantic data modeling as applied in the real world. You’ll learn how to master this craft to increase the usability and value of your data and applications. You’ll also explore the pitfalls to avoid and dilemmas to overcome for building high-quality and valuable semantic representations of data. Understand the fundamental concepts, phenomena, and processes related to semantic data modeling Examine the quirks and challenges of semantic data modeling and learn how to effectively leverage the available frameworks and tools Avoid mistakes and bad practices that can undermine your efforts to create good data models Learn about model development dilemmas, including representation, expressiveness and content, development, and governance Organize and execute semantic data initiatives in your organization, tackling technical, strategic, and organizational challenges

Real-World Machine Learning

Author : Henrik Brink
Publisher : Simon and Schuster
ISBN 13 : 1638357005
Total Pages : 380 pages
Book Rating : 4.6/5 (383 download)

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Book Synopsis Real-World Machine Learning by : Henrik Brink

Download or read book Real-World Machine Learning written by Henrik Brink and published by Simon and Schuster. This book was released on 2016-09-15 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: Summary Real-World Machine Learning is a practical guide designed to teach working developers the art of ML project execution. Without overdosing you on academic theory and complex mathematics, it introduces the day-to-day practice of machine learning, preparing you to successfully build and deploy powerful ML systems. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Machine learning systems help you find valuable insights and patterns in data, which you'd never recognize with traditional methods. In the real world, ML techniques give you a way to identify trends, forecast behavior, and make fact-based recommendations. It's a hot and growing field, and up-to-speed ML developers are in demand. About the Book Real-World Machine Learning will teach you the concepts and techniques you need to be a successful machine learning practitioner without overdosing you on abstract theory and complex mathematics. By working through immediately relevant examples in Python, you'll build skills in data acquisition and modeling, classification, and regression. You'll also explore the most important tasks like model validation, optimization, scalability, and real-time streaming. When you're done, you'll be ready to successfully build, deploy, and maintain your own powerful ML systems. What's Inside Predicting future behavior Performance evaluation and optimization Analyzing sentiment and making recommendations About the Reader No prior machine learning experience assumed. Readers should know Python. About the Authors Henrik Brink, Joseph Richards and Mark Fetherolf are experienced data scientists engaged in the daily practice of machine learning. Table of Contents PART 1: THE MACHINE-LEARNING WORKFLOW What is machine learning? Real-world data Modeling and prediction Model evaluation and optimization Basic feature engineering PART 2: PRACTICAL APPLICATION Example: NYC taxi data Advanced feature engineering Advanced NLP example: movie review sentiment Scaling machine-learning workflows Example: digital display advertising