If you have ever found yourself lost halfway through other introductory materials on this topic, this is the book for you. If you don't understand set terminology such as vectors, hyperplanes, and centroids, then this is also the book for you. This starter course isn't a picture story book but does include many visual examples that break algorithms down into a digestible and practical format. As a starter course, this book connects the dots and offers the crash course I wish I had when I first started. The kind of guide I wish had before I started taking on introductory courses that presume you’re two days away from an advanced mathematics exam. That’s why this introductory course doesn’t go further on the subject than other introductory books, but rather, goes a step back. A half-step back in order to help everyone make his or her first strides in machine learning and is an ideal study companion for the visual learner. In this step-by-step guide you will learn: - How to download free datasets - What tools and software packages you need - Data scrubbing techniques, including one-hot encoding, binning and dealing with missing data - Preparing data for analysis, including k-fold Validation - Regression analysis to create trend lines - Clustering, including k-means and k-nearest Neighbors - Naive Bayes Classifier to predict new classes - Anomaly detection and SVM algorithms to combat anomalies and outliers - The basics of Neural Networks - Bias/Variance to improve your machine learning model - Decision Trees to decode classification Please feel welcome to join this starter course by buying a copy, or sending a free sample to your preferred device.

    Questioning—deeply, imaginatively, "beautifully"—can help us identify and solve problems, come up with game-changing ideas, and pursue fresh opportunities. So why are we often reluctant to ask "Why?"Berger's surprising findings reveal that even though children start out asking hundreds of questions a day, questioning "falls off a cliff" as kids enter school. In an education and business culture devised to reward rote answers over challenging inquiry, questioning isn't encouraged—and, in fact, is sometimes barely tolerated.And yet, as Berger shows, the most creative, successful people tend to be expert questioners. They've mastered the art of inquiry, raising questions no one else is asking—and finding powerful answers. The author takes us inside red-hot businesses like Google, Netflix, IDEO, and Airbnb to show how questioning is baked into their organizational DNA. He also shares inspiring stories of artists, teachers, entrepreneurs, basement tinkerers, and social activists who changed their lives and the world around them—by starting with a "beautiful question."Berger explores important questions, such as:- Why aren't we nurturing kids' natural ability to question—and what can parents and schools do about that?- Since questioning is a starting point for innovation, how might companies and business leaders begin to encourage and exploit it?- And most important, how can each of us re-ignite that questioning spark—and use inquiry as a powerful means to rethink and reinvent our lives?A More Beautiful Question outlines a practical Why / What If / How system of inquiry that can guide you through the process of innovative questioning—helping you find imaginative, powerful answers to your own "beautiful questions."

    Creative Selection recounts the life of one of the few who worked behind the scenes, a highly-respected software engineer who worked in the final years the Steve Jobs era--the Golden Age of Apple.Ken Kocienda offers an inside look at Apple's creative process. For fifteen years, he was on the ground floor of the company as a specialist, directly responsible for experimenting with novel user interface concepts and writing powerful, easy-to-use software for products including the iPhone, the iPad, and the Safari web browser. His stories explain the symbiotic relationship between software and product development for those who have never dreamed of programming a computer, and reveal what it was like to work on the cutting edge of technology at one of the world's most admired companies.Kocienda shares moments of struggle and success, crisis and collaboration, illuminating each with lessons learned over his Apple career. He introduces the essential elements of innovation--inspiration, collaboration, craft, diligence, decisiveness, taste, and empathy--and uses these as a lens through which to understand productive work culture.An insider's tale of creativity and innovation at Apple, Creative Selection shows readers how a small group of people developed an evolutionary design model, and how they used this methodology to make groundbreaking and intuitive software which countless millions use every day.

    But many of those failures are preventable. The Lean Startup is a new approach being adopted across the globe, changing the way companies are built and new products are launched. Eric Ries defines a startup as an organization dedicated to creating something new under conditions of extreme uncertainty. This is just as true for one person in a garage or a group of seasoned professionals in a Fortune 500 boardroom. What they have in common is a mission to penetrate that fog of uncertainty to discover a successful path to a sustainable business.The Lean Startup approach fosters companies that are both more capital efficient and that leverage human creativity more effectively. Inspired by lessons from lean manufacturing, it relies on "validated learning," rapid scientific experimentation, as well as a number of counter-intuitive practices that shorten product development cycles, measure actual progress without resorting to vanity metrics, and learn what customers really want. It enables a company to shift directions with agility, altering plans inch by inch, minute by minute.Rather than wasting time creating elaborate business plans, The Lean Startup offers entrepreneurs - in companies of all sizes - a way to test their vision continuously, to adapt and adjust before it's too late. Ries provides a scientific approach to creating and managing successful startups in a age when companies need to innovate more than ever.

    Little has changed, however, since then: over half of our children still read at a basic level and few become highly proficient. Many American children and adults are not functionally literate, with serious consequences. Poor readers are more likely to drop out of the educational system and as adults are unable to fully participate in the workforce, adequately manage their own health care, or advance their children's education. In Language at the Speed of Sight, internationally renowned cognitive scientist Mark Seidenberg reveals the underexplored science of reading, which spans cognitive science, neurobiology, and linguistics. As Seidenberg shows, the disconnect between science and education is a major factor in America's chronic underachievement. How we teach reading places many children at risk of failure, discriminates against poorer kids, and discourages even those who could have become more successful readers. Children aren't taught basic print skills because educators cling to the disproved theory that good readers guess the words in texts, a strategy that encourages skimming instead of close reading. Interventions for children with reading disabilities are delayed because parents are mistakenly told their kids will catch up if they work harder. Learning to read is more difficult for children who speak a minority dialect in the home, but that is not reflected in classroom practices. By building on science's insights, we can improve how our children read, and take real steps toward solving the inequality that illiteracy breeds. Both an expert look at our relationship with the written word and a rousing call to action, Language at the Speed of Sight is essential for parents, educators, policy makers, and all others who want to understand why so many fail to read, and how to change that.

    McCord helped create the unique and high-performing culture at Netflix, where she was chief talent officer. In her new book, Powerful: Building a Culture of Freedom and Responsibility, she shares what she learned there and elsewhere in Silicon Valley.McCord advocates practicing radical honesty in the workplace, saying good-bye to employees who don’t fit the company’s emerging needs, and motivating with challenging work, not promises, perks, and bonus plans. McCord argues that the old standbys of corporate HR―annual performance reviews, retention plans, employee empowerment and engagement programs―often end up being a colossal waste of time and resources. Her road-tested advice, offered with humor and irreverence, provides readers a different path for creating a culture of high performance and profitability.Powerful will change how you think about work and the way a business should be run.

    Crossing the Chasm has become the bible for bringing cutting-edge products to progressively larger markets. This edition provides new insights into the realities of high-tech marketing, with special emphasis on the Internet. It's essential reading for anyone with a stake in the world's most exciting marketplace.

    Successfully connecting your product with consumers isn’t a matter of following trends, comparing yourself to the competition or trying to attract the widest customer base.So what is it? April Dunford, positioning guru and tech exec, will enlighten you.Her new book, Obviously Awesome, shows you how to find your product’s “secret sauce”—and then sell that sauce to those who crave it. Having spent years as a startup executive (with 16 product launches under her belt) and a consultant (who’s worked on dozens more), Dunford speaks with authority about breaking through the noise of a crowded market.Punctuated with witty anecdotes and compelling case studies, Dunford’s book is at once entertaining and illuminating. Among the invaluable lessons you’ll learn are:- The Five Components of Effective Positioning- How to instantly connect an audience to your offering’s value- How to choose the best market for your products- How to use three distinct styles of positioning to your advantage- How to leverage market trends to help buyers understand why making a purchase is important right nowWhether you’re an entrepreneur, marketer or salesperson struggling to bring inventive products to market, Dunford’s insights will help you find your awesome, so that your customers can too.

    

    So why then do so many audiences leave feeling like they've wasted their time? All too often, presentations don't resonate with the audience and move them to transformative action.Just as the author's first book helped presenters become visual communicators, Resonate helps you make a strong connection with your audience and lead them to purposeful action. The author's approach is simple: building a presentation today is a bit like writing a documentary. Using this approach, you'll convey your content with passion, persuasion, and impact.Author has a proven track record, including having created the slides in Al Gore's Oscar-winning An Inconvenient TruthFocuses on content development methodologies that are not only fundamental but will move people to action Upends the usual paradigm by making the audience the hero and the presenter the mentor Shows how to use story techniques of conflict and resolution Presentations don't have to be boring ordeals. You can make them fun, exciting, and full of meaning. Leave your audiences energized and ready to take action with Resonate.

    His factory is rapidly heading for disaster. So is his marriage. He has ninety days to save his plant—or it will be closed by corporate HQ, with hundreds of job losses. It takes a chance meeting with a colleague from student days—Jonah—to help him break out of conventional ways of thinking to see what needs to be done.The story of Alex's fight to save his plant is more than compulsive reading. It contains a serious message for all managers in industry and explains the ideas which underline the Theory of Constraints (TOC) developed by Eli Goldratt.

    It is moving away from its current structure of documents and pages linked together, and towards a new structure that is built around people. This is a profound change that will affect how we create business strategy, design, marketing, and advertising. The reason for this shift is simple. For tens of thousands of years we've been social animals. The web, which is only 20 years old, is simply catching up with offline life.From travel to news to commerce, smart businesses are reorienting their efforts around people-around the social behavior of their customers and potential customers. In order to be successful, businesses will need to understand how people are connected, how their social network influences them, how the people closest to them influence them the most, and how it's more important for marketers to focus on small, connected groups of friends rather than looking for overly influential individuals.This book pulls together the latest research from leading universities and technology companies to describe how people are connected, and how ideas and brand messages spread through social networks. It shows readers how to rebuild their business around social behavior, and create products that people tell their friends about.

    Meeting Design will teach you the design principles and innovative approaches you’ll need to transform meetings from boring to creative, from wasteful to productive. Meetings can and should be indispensable to your organization; Kevin Hoffman will show you how to design them for success.

    Focusing on customer needs isn't a nice–to–have, it's a strategic imperative. The Jobs To Be Done Playbook (JTBD) helps organizations turn market insight into action. This book shows you techniques to make offerings people want, as well as make people want your offering.

    More and more frequently, ScrumMasters and project managers are being asked to coach agile teams. But it's a challenging role. It requires new skills--as well as a subtle understanding of when to step in and when to step back. Migrating from "command and control" to agile coaching requires a whole new mind-set. In Coaching Agile Teams, Lyssa Adkins gives agile coaches the insights they need to adopt this new mind-set and to guide teams to extraordinary performance in a re-energized work environment. You'll gain a deep view into the role of the agile coach, discover what works and what doesn't, and learn how to adapt powerful skills from many allied disciplines, including the fields of professional coaching and mentoring. Coverage includes Understanding what it takes to be a great agile coach Mastering all of the agile coach's roles: teacher, mentor, problem solver, conflict navigator, and performance coach Creating an environment where self-organized, high-performance teams can emerge Coaching teams past cooperation and into full collaboration Evolving your leadership style as your team grows and changes Staying actively engaged without dominating your team and stunting its growth Recognizing failure, recovery, and success modes in your coaching Getting the most out of your own personal agile coaching journey Whether you're an agile coach, leader, trainer, mentor, facilitator, ScrumMaster, project manager, product owner, or team member, this book will help you become skilled at helping others become truly great. What could possibly be more rewarding?