Work with over 40 packages to draw inferences from complex datasets and find hidden patterns in raw unstructured data :
Work with over 40 packages to draw inferences from complex datasets and find hidden patterns in raw unstructured data About This Book • Unlock and discover how to tackle clusters of raw data through practical examples in R • Explore your data and create your own models from scratch • Analyze the main aspects of unsupervised learning with this comprehensive, practical step-by-step guide Who This Book Is For This book is intended for professionals who are interested in data analysis using unsupervised learning techniques, as well as data analysts, statisticians, and data scientists seeking to learn to use R to apply data mining techniques. Knowledge of R, machine learning, and mathematics would help, but are not a strict requirement. What You Will Learn • Load, manipulate, and explore your data in R using techniques for exploratory data analysis such as summarization, manipulation, correlation, and data visualization • Transform your data by using approaches such as scaling, re-centering, scale [0-1], median/MAD, natural log, and imputation data • Build and interpret clustering models using K-Means algorithms in R • Build and interpret clustering models by Hierarchical Clustering Algorithm’s in R • Understand and apply dimensionality reduction techniques • Create and use learning association rules models, such as recommendation algorithms • Use and learn about the techniques of feature selection • Install and use end-user tools as an alternative to programming directly in the R console In Detail The R Project for Statistical Computing provides an excellent platform to tackle data processing, data manipulation, modeling, and presentation. The capabilities of this language, its freedom of use, and a very active community of users makes R one of the best tools to learn and implement unsupervised learning. If you are new to R or want to learn about unsupervised learning, this book is for you. Packed with critical information, this book will guide you through a conceptual explanation and practical examples programmed directly into the R console. Starting from the beginning, this book introduces you to unsupervised learning and provides a high-level introduction to the topic. We quickly move on to discuss the application of key concepts and techniques for exploratory data analysis. The book then teaches you to identify groups with the help of clustering methods or building association rules. Finally, it provides alternatives for the treatment of high-dimensional datasets, as well as using dimensionality reduction techniques and feature selection techniques. By the end of this book, you will be able to implement unsupervised learning and various approaches associated with it in real-world projects. Style and approach This book takes a step-by-step approach to unsupervised learning concepts and tools, explained in a conversational and easy-to-follow style. Each topic is explained sequentially, explaining the theory and then putting it into practice by using specialized R packages for each topic.
Author/Authors: Pacheco, Erik RodrÃÂguez
Pages: 192 | Published Date: 42341
Category: Data
Understand your users, gain strategic insights, and make your product development more efficient with user experience mapping :
This book is for Product Manager, Service Managers and Designers who are keen on learning the user experience mapping techniques.
Author/Authors: Szabo, Peter W.
Pages: 352 | Published Date: 42881
Category: Business & Other
Develop effective software training classes quickly and easily :
This book is concise and pithy, focusing on action rather than theory. While many books explore the subject of adult learning, User Training for Busy Programmers shows the reader how to apply a proven method in a systematic way enabling busy programmers to produce excellent results without adding too much to their workload. William's approach is to start in the middle and work your way outward. He based this approach on an article he wrote about how to develop user documentation. "I wrote this when I realized that my method for creating user documentation and training under tight deadlines was nothing like what I learned in school. I really expected heavy criticism from other writers and trainers when I published this article, but apparently my heresy was well-received. It's one of the most-linked-to and highest-rated articles on my website. By the time I saw the need for a book that enables non-trainers to develop software training courses, I had thoroughly developed the middle-out approach." Do you need to write a successful software training course? Are you unsure of how to start? Would you like a step-by-step project plan to guide you in the development of your software class? This book gets right to the point with clear, concise directions for developing an end-user software course.
Author/Authors: Rice, William
Pages: 92 | Published Date: 38517
Category: Business & Other
The essential OpenRefine guide that takes you from data analysis and error fixing to linking your dataset to the Web :
The book is styled on a Cookbook, containing recipes - combined with free datasets - which will turn readers into proficient OpenRefine users in the fastest possible way.This book is targeted at anyone who works on or handles a large amount of data. No prior knowledge of OpenRefine is required, as we start from the very beginning and gradually reveal more advanced features. You don't even need your own dataset, as we provide example data to try out the book's recipes.
Author/Authors: Verborgh, Ruben | Wilde, Max De
Pages: 114 | Published Date: 41527
Category: Data
Unleash the power of the BeagleBone Black embedded platform with Yocto Project :
This book is ideal for system developers with knowledge and experience of embedded systems. Knowledge of BeagleBone Black is assumed, while no knowledge of Yocto Project build system is necessary.
Author/Authors: IrfanSadiq, H M
Pages: 144 | Published Date: 42185
Category: IoT & Hardware
Get proficient in building beautiful and appealing mobile interfaces (UI) with this complete mobile user experience (UX) design guide. :
This book is for designers, developers and product managers interested in creating successful apps. Readers will be provided with a process to produce, test and improve designs based on best practices.
Author/Authors: Perea, Pablo | Giner, Pau
Pages: 354 | Published Date: 42944
Category: Business & Other
Learn how UX and design thinking can make your site stand out from the rest of the internet. :
If you’re a designer, developer, or just someone who has the desire to create websites that are not only beautiful to look at but also easy to use and fully accessible to everyone, including people with special needs, UX for the Web will provide you with the basic building blocks to achieve just that.
Author/Authors: Ritter, Marli | Winterbottom, Cara
Pages: 306 | Published Date: 43006
Category: Business & Other
Build exciting Vaadin applications in no time :
This book is a hands-on Beginner’s Guide for developers who are new to Vaadin and/or Vaadin UI components. The book will teach readers through examples to use each of the exciting components to build and add various aspects of the user interface to their web apps.If you have experience with the Java language and want to create web applications that look good without having to deal with HTML, XML, and JavaScript, this book is for you. Basic Java programming skills are required, but no web development knowledge is needed at all.
Author/Authors: Duarte, Alejandro
Pages: 246 | Published Date: 41481
Category: Business & Other
Learn the latest developments in SalesForce with this hands-on pocket guide :
This is a mini tutorial guide that discusses the most important and the most frequently used technical aspects of Visualforce development, thereby making it a perfect companion for Visualforce developers.This book is for Visualforce developers who are looking for a pocket guide that will resolve their most frequently faced issues.
Author/Authors: Madusanka, W.A.Chamil
Pages: 120 | Published Date: 41570
Category: Business & Other
Over 75 recipes to help you create powerful custom pages, simplify data-entry, and enrich the Salesforce user interface :
Visualforce Development Cookbook is written in such a way that even complex concepts are explained in an easy-to-understand manner. Following a Cookbook structure, the book covers some essential technical scenarios and includes over 75 recipes focusing on real-world development problems. This book is packed with illustrations and also contains lots of code samples for the better understanding of the reader."Visualforce Development Cookbook" is aimed at developers who have already grasped the basics of Visualforce. Awareness of the standard component library and the purpose of controllers is expected.
Author/Authors: Bowden, Keir
Pages: 334 | Published Date: 41541
Category: Cloud & Networking