We are living in an age where data comes in abundance, and thanks to the self-learning algorithms from the field of machine learning, we can turn this data into knowledge. Automated speech recognition on our smart phones, web search engines, e-mail spam filters, the recommendation systems of our favorite movie streaming services – machine learning makes it all possible.Thanks to the many powerful open-source libraries that have been developed in recent years, machine learning is now right at our fingertips. Python provides the perfect environment to build machine learning systems productively.This book will teach you the fundamentals of machine learning and how to utilize these in real-world applications using Python. Step-by-step, you will expand your skill set with the best practices for transforming raw data into useful information, developing learning algorithms efficiently, and evaluating results.You will discover the different problem categories that machine learning can solve and explore how to classify objects, predict continuous outcomes with regression analysis, and find hidden structures in data via clustering. You will build your own machine learning system for sentiment analysis and finally, learn how to embed your model into a web app to share with the world

    This book will teach you how to structure and run effective customer interviews, find candidates, and turn learnings into action.

    Difficult issues need to be figured out, such as scalability, consistency, reliability, efficiency, and maintainability. In addition, we have an overwhelming variety of tools, including relational databases, NoSQL datastores, stream or batch processors, and message brokers. What are the right choices for your application? How do you make sense of all these buzzwords?In this practical and comprehensive guide, author Martin Kleppmann helps you navigate this diverse landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications. Peer under the hood of the systems you already use, and learn how to use and operate them more effectively Make informed decisions by identifying the strengths and weaknesses of different tools Navigate the trade-offs around consistency, scalability, fault tolerance, and complexity Understand the distributed systems research upon which modern databases are built Peek behind the scenes of major online services, and learn from their architectures

    Previously undocumented, these 23 patterns allow designers to create more flexible, elegant, and ultimately reusable designs without having to rediscover the design solutions themselves.The authors begin by describing what patterns are and how they can help you design object-oriented software. They then go on to systematically name, explain, evaluate, and catalog recurring designs in object-oriented systems. With Design Patterns as your guide, you will learn how these important patterns fit into the software development process, and how you can leverage them to solve your own design problems most efficiently. Each pattern describes the circumstances in which it is applicable, when it can be applied in view of other design constraints, and the consequences and trade-offs of using the pattern within a larger design. All patterns are compiled from real systems and are based on real-world examples. Each pattern also includes code that demonstrates how it may be implemented in object-oriented programming languages like C++ or Smalltalk.

    It will enable making a design for almost any kind of building, or any part of the built environment. ‘Patterns,’ the units of this language, are answers to design problems: how high should a window sill be?; how many stories should a building have?; how much space in a neighborhood should be devoted to grass and trees?More than 250 of the patterns in this language are outlined, each consisting of a problem statement, a discussion of the problem with an illustration, and a solution. As the authors say in their introduction, many of the patterns are archetypal, so deeply rooted in the nature of things that it seems likely that they will be a part of human nature and human action as much in five hundred years as they are today.A Pattern Language is related to Alexander’s other works in the Center for Environmental Structure series: The Timeless Way of Building (introductory volume) and The Oregon Experiment.

    Widely accepted as the authoritative text and reference on electronic circuit design, both analog and digital, this book revolutionized the teaching of electronics by emphasizing the methods actually used by circuit designers -- a combination of some basic laws, rules of thumb, and a large bag of tricks. The result is a largely nonmathematical treatment that encourages circuit intuition, brainstorming, and simplified calculations of circuit values and performance. The new Art of Electronics retains the feeling of informality and easy access that helped make the first edition so successful and popular. It is an ideal first textbook on electronics for scientists and engineers and an indispensable reference for anyone, professional or amateur, who works with electronic circuits.

    From researching the competition to translating the vision of the CEO, to designing and implementing an integrated brand identity programme, the meticulous development process of designing a brand identity is presented through a highly visible step-by-step approach in five phases.

    Browsers iterate at a remarkable pace. Faced with this volatile landscape we can either struggle for control or we can embrace the inherent flexibility of the web.Responsive design is not just another technique—it is the beginning of the maturation of a medium and a fundamental shift in the way we think about the web.Implementing Responsive Design is a discussion about how this affects the way we design, build, and think about our sites. Readers will learn how to:- Build responsive sites using a combination of fluid layouts, media queries and fluid media- Adopt a responsive workflow from the very start of a project- Enhance content for different devices- Use feature-detection and server-side enhancement to provide a richer experience

    Conceived as a handbook and teaching aid for artists, instructors, and students, this timeless book presents Albers’s unique ideas of color experimentation in a way that is valuable to specialists as well as to a larger audience.Originally published by Yale University Press in 1963 as a limited silkscreen edition with 150 color plates, Interaction of Color first appeared in paperback in 1971, featuring ten representative color studies chosen by Albers. The paperback has remained in print ever since and is one of the most influential resources on color for countless readers.This new paperback edition presents a significantly expanded selection of more than thirty color studies alongside Albers’s original unabridged text, demonstrating such principles as color relativity, intensity, and temperature; vibrating and vanishing boundaries; and the illusions of transparency and reversed grounds. Now available in a larger format and with enhanced production values, this expanded edition celebrates the unique authority of Albers’s contribution to color theory and brings the artist’s iconic study to an eager new generation of readers.

    Designing anything for people is tough, because we’re inherently complex and...well...messy. Which means that things like market share and ROI don’t come easy. But time and effort spent finding the right problems to solve allows designers, developers and product teams to take quantum leaps forward in exceeding the expectations of everyone involved. In Think First, Joe Natoli shows you exactly how to do this, using lessons learned from his 26 years as a UX consultant to Fortune 100 and 500 organizations. You’ll find proven principles, step-by-step methods and straightforward, jargon-free advice that can be applied to any kind of digital product. Think First proves that while people are indeed messy and complex, designing for them doesn’t have to be. Here’s what a few well-respected UX practitioners and authors had to say about Think First: “A very practical guide to success in business.” – Dr. Don Norman, Director of the DesignLab, UC San Diego and Author of The Design of Everyday Things “Think First is a practical guide to UX that makes sense of strategy and structure. Highly recommended!” – Peter Morville, Bestselling Author of Intertwingled “For designers and developers, understanding strategy and UX is an increasingly necessary skill. Joe Natoli’s Think First demystifies these foundational ideas in a very conversational, easy to read style.” – Ilise Benun, Founder of Marketing-Mentor.com and Author of 7+ Books Author Joe Natoli explains why he believes Think First is unlike any other book on the subject of UX strategy and design: "I didn’t want to write yet another book that covers the narrow, tactical pieces of the design process," he says, "because great design and great UX are the result of multiple activities across multiple people, roles and disciplines. It’s everybody’s business. Think First walks you through everything that must be considered to create great UX — and gives you a roadmap to make it happen." Think First details Joe's no-nonsense approach to creating successful products, powerful user experiences and very happy customers. He share countless lessons learned from more than 26 years as a UX consultant to Fortune 500 and 100 organizations — including a few he's learned the hard way :-) Think First serves as a roadmap to building a solid foundation for UX that’s strong enough to withstand any weather as projects move into design and coding. Here are just some of the things you’ll learn: - Simple user research methods that anyone can perform — even if you’ve never done research of any kind. - The right questions to ask stakeholders and users at the outset of any (and every) project. - The 3 crucial questions you must ask of every client, every time. - How to tell the difference between what people say they need vs. what they really need. - A better, simpler way to generate meaningful UX requirements at the outset of the project. - How to figure out what features and functions will result in great UX and deliver value to both users and the business. - How to avoid scope creep and the never-ending project scenario.

    Updated to cover Internet Explorer 7, Microsoft's vastly improved browser, this new edition includes content on positioning, lists and generated content, table layout, user interface, paged media, and more.Simply put, Cascading Style Sheets (CSS) is a way to separate a document's structure from its presentation. The benefits of this can be quite profound: CSS allows a much richer document appearance than HTML and also saves time -- you can create or change the appearance of an entire document in just one place; and its compact file size makes web pages load quickly.CSS: The Definitive Guide, 3rd Edition, provides you with a comprehensive guide to CSS implementation, along with a thorough review of all aspects of CSS 2.1. Updated to cover Internet Explorer 7, Microsoft's vastly improved browser, this new edition includes content on positioning, lists and generated content, table layout, user interface, paged media, and more. Author Eric Meyer tackles the subject with passion, exploring in detail each individual CSS property and how it interacts with other properties. You'll not only learn how to avoid common mistakes in interpretation, you also will benefit from the depth and breadth of his experience and his clear and honest style. This is the complete sourcebook on CSS.The 3rd edition contains:Updates to reflect changes in the latest draft version of CSS 2.1Browser notes updated to reflect changes between IE6 and IE7Advanced selectors supported in IE7 and other major browsers includedA new round of technical edits by a fresh set of editorsClarifications and corrected errata, including updated URLs ofreferenced online resources

    This guide also helps you understand the many data-mining techniques in use today.Based on an MBA course Provost has taught at New York University over the past ten years, Data Science for Business provides examples of real-world business problems to illustrate these principles. You’ll not only learn how to improve communication between business stakeholders and data scientists, but also how participate intelligently in your company’s data science projects. You’ll also discover how to think data-analytically, and fully appreciate how data science methods can support business decision-making.Understand how data science fits in your organization—and how you can use it for competitive advantageTreat data as a business asset that requires careful investment if you’re to gain real valueApproach business problems data-analytically, using the data-mining process to gather good data in the most appropriate wayLearn general concepts for actually extracting knowledge from dataApply data science principles when interviewing data science job candidates

    Through vivid narrative, lively presentations of important research, and intriguing examples, Elliot Aronson probes the patterns and motives of human behavior, covering such diverse topics as terrorism, conformity, obedience, politics, race relations, advertising, war, interpersonal attraction, and the power of religious cults.

    Designers are no different, but there are not many resources available that concentrate on these necessary soft-skills. This book provides practical and actionable insights to help your team give and receive constructive criticism. For managers, this book discusses proven tools to set a foundation for your team to stay focused on overall goals, and how to handle negative critiques. As an added bonus, the book also includes a Critique Cheat Sheet so you can quickly reference strategies and tools from top industry experts.

    With this book, new UX designers will learn the practical skills they need to get started in the field, skills that can be immediately applied to real-world UX projects. "UX for Beginners" is broken into one hundred short, illustrated lessons, a user-friendly approach that makes learning fun and gives you the foundation you need to succeed as a UX designer. This book is based on the popular UX Crash Course blog at The Hipper Element, which has more than 400,000 readers."