If you use Python, even as a beginner, this book will teach you practical ways to build your own machine learning solutions. With all the data available today, machine learning applications are limited only by your imagination.You'll learn the steps necessary to create a successful machine-learning application with Python and the scikit-learn library. Authors Andreas Muller and Sarah Guido focus on the practical aspects of using machine learning algorithms, rather than the math behind them. Familiarity with the NumPy and matplotlib libraries will help you get even more from this book.With this book, you'll learn:Fundamental concepts and applications of machine learningAdvantages and shortcomings of widely used machine learning algorithmsHow to represent data processed by machine learning, including which data aspects to focus onAdvanced methods for model evaluation and parameter tuningThe concept of pipelines for chaining models and encapsulating your workflowMethods for working with text data, including text-specific processing techniquesSuggestions for improving your machine learning and data science skills

    But creating an environment for creative thinking and innovation can be a daunting challenge. How can you make it happen at your company? The answer may surprise you: gamestorming.This book includes more than 80 games to help you break down barriers, communicate better, and generate new ideas, insights, and strategies. The authors have identified tools and techniques from some of the world's most innovative professionals, whose teams collaborate and make great things happen. This book is the result: a unique collection of games that encourage engagement and creativity while bringing more structure and clarity to the workplace. Find out why -- and how -- with Gamestorming.Overcome conflict and increase engagement with team-oriented gamesImprove collaboration and communication in cross-disciplinary teams with visual-thinking techniquesImprove understanding by role-playing customer and user experiencesGenerate better ideas and more of them, faster than ever beforeShorten meetings and make them more productiveSimulate and explore complex systems, interactions, and dynamicsIdentify a problem's root cause, and find the paths that point toward a solution

    Creativity, Inc. is a book for managers who want to lead their employees to new heights, a manual for anyone who strives for originality, and the first-ever, all-access trip into the nerve center of Pixar Animation—into the meetings, postmortems, and “Braintrust” sessions where some of the most successful films in history are made. It is, at heart, a book about how to build a creative culture—but it is also, as Pixar co-founder and president Ed Catmull writes, “an expression of the ideas that I believe make the best in us possible.” For nearly twenty years, Pixar has dominated the world of animation, producing such beloved films as the Toy Story trilogy, Monsters, Inc., Finding Nemo, The Incredibles, Up, and WALL-E, which have gone on to set box-office records and garner thirty Academy Awards. The joyousness of the storytelling, the inventive plots, the emotional authenticity: In some ways, Pixar movies are an object lesson in what creativity really is. Here, in this book, Catmull reveals the ideals and techniques that have made Pixar so widely admired—and so profitable.   As a young man, Ed Catmull had a dream: to make the first computer-animated movie. He nurtured that dream as a Ph.D. student at the University of Utah, where many computer science pioneers got their start, and then forged a partnership with George Lucas that led, indirectly, to his founding Pixar with Steve Jobs and John Lasseter in 1986. Nine years later, Toy Story was released, changing animation forever. The essential ingredient in that movie’s success—and in the thirteen movies that followed—was the unique environment that Catmull and his colleagues built at Pixar, based on philosophies that protect the creative process and defy convention, such as:   • Give a good idea to a mediocre team, and they will screw it up. But give a mediocre idea to a great team, and they will either fix it or come up with something better. • If you don’t strive to uncover what is unseen and understand its nature, you will be ill prepared to lead. • It’s not the manager’s job to prevent risks. It’s the manager’s job to make it safe for others to take them. • The cost of preventing errors is often far greater than the cost of fixing them. • A company’s communication structure should not mirror its organizational structure. Everybody should be able to talk to anybody. • Do not assume that general agreement will lead to change—it takes substantial energy to move a group, even when all are on board.

    Ideas for new businesses, solutions to the world's problems, and artistic breakthroughs are common, but great execution is rare. According to Scott Belsky, the capacity to make ideas happen can be developed by anyone willing to develop their organizational habits and leadership capability. That's why he founded Behance, a company that helps creative people and teams across industries develop these skills. Belsky has spent six years studying the habits of creative people and teams that are especially productive-the ones who make their ideas happen time and time again. After interviewing hundreds of successful creatives, he has compiled their most powerful-and often counterintuitive-practices, such as: •Generate ideas in moderation and kill ideas liberally •Prioritize through nagging •Encourage fighting within your team While many of us obsess about discovering great new ideas, Belsky shows why it's better to develop the capacity to make ideas happen-a capacity that endures over time.

    These are the men and women doing battle daily beneath the banner that is your brand. Are they courageous or indecisive? Are they serving a motivated team or managing employees? Are they valued? Your team will never grow beyond you, so here’s another question to consider—are you growing? Whether you’re sitting at the CEO’s desk, the middle manager’s cubicle, or a card table in your living-room-based start-up, EntreLeadership provides the practical, step-by-step guidance to grow your business where you want it to go. Dave Ramsey opens up his championship playbook for business to show you how to: -Inspire your team to take ownership and love what they do -Unify your team and get rid of all gossip -Handle money to set your business up for success -Reach every goal you set -And much, much more! EntreLeadership is a one-stop guide filled with accessible advice for businesses and leaders to ensure success even through the toughest of times.

    A #1 Wall Street Journal bestseller with more than 500,000 copies sold, The Four Disciplines of Execution will radically change your business.Do you remember the last major initiative you watched die in your organization? Did it go down with a loud crash? Or was it slowly and quietly suffocated by other competing priorities? By the time it finally disappeared, it’s likely no one even noticed. What happened? Often, the answer is that the “whirlwind” of urgent activity required to keep things running day-to-day devoured all the time and energy you needed to invest in executing your strategy for tomorrow. The 4 Disciplines of Execution can change that forever. The 4 Disciplines of Execution (4DX) is a simple, repeatable, and proven formula for executing your most important strategic priorities in the midst of the whirlwind. By following the 4 Disciplines—Focus on the Wildly Important; Act on Lead Measures; Keep a Compelling Scoreboard; Create a Cadence of Accountability—leaders can produce breakthrough results, even when executing the strategy requires a significant change in behavior from their teams. 4DX is not theory. It is a proven set of practices that have been tested and refined by hundreds of organizations and thousands of teams over many years. When a company or an individual adheres to these disciplines, they achieve superb results, regardless of the goal. 4DX represents a new way to think and work that is essential to thriving in today’s competitive climate. The 4 Disciplines of Execution is one book that no business leader can afford to miss.

    Start-Up Nation addresses the trillion dollar question: How is it that Israel -- a country of 7.1 million, only 60 years old, surrounded by enemies, in a constant state of war since its founding, with no natural resources-- produces more start-up companies than large, peaceful, and stable nations like Japan, China, India, Korea, Canada and the UK? With the savvy of foreign policy insiders, Senor and Singer examine the lessons of the country's adversity-driven culture, which flattens hierarchy and elevates informality-- all backed up by government policies focused on innovation. In a world where economies as diverse as Ireland, Singapore and Dubai have tried to re-create the "Israel effect", there are entrepreneurial lessons well worth noting. As America reboots its own economy and can-do spirit, there's never been a better time to look at this remarkable and resilient nation for some impressive, surprising clues.

    Along the way, we encounter black holes, turtles, snakes, dragons, axe-sharpening, and yak-shaving—and take a guided tour through the theories and methods, both brilliant and misguided, that litter the history of software development, from the famous ‘mythical man-month’ to Extreme Programming. Not just for technophiles but for anyone captivated by the drama of invention, Dreaming in Code offers a window into both the information age and the workings of the human mind.

    Joe is a true go-getter, though sometimes he feels as if the harder and faster he works, the further away his goals seem to be. And so one day, desperate to land a key sale at the end of a bad quarter, he seeks advice from the enigmatic Pindar, a legendary consultant referred to by his many devotees simply as the Chairman. Over the next week, Pindar introduces Joe to a series of “go-givers:” a restaurateur, a CEO, a financial adviser, a real estate broker, and the “Connector,” who brought them all together. Pindar’s friends share with Joe the Five Laws of Stratospheric Success and teach him how to open himself up to the power of giving. Joe learns that changing his focus from getting to giving—putting others’ interests first and continually adding value to their lives—ultimately leads to unexpected returns. Imparted with wit and grace, The Go-Giver is a heartwarming and inspiring tale that brings new relevance to the old proverb “Give and you shall receive.”

    These people are celebrities now. What was it like when they were just a couple friends with an idea? Founders like Steve Wozniak (Apple), Caterina Fake (Flickr), Mitch Kapor (Lotus), Max Levchin (PayPal), and Sabeer Bhatia (Hotmail) tell you in their own words about their surprising and often very funny discoveries as they learned how to build a company.Where did they get the ideas that made them rich? How did they convince investors to back them? What went wrong, and how did they recover?Nearly all technical people have thought of one day starting or working for a startup. For them, this book is the closest you can come to being a fly on the wall at a successful startup, to learn how it's done.But ultimately these interviews are required reading for anyone who wants to understand business, because startups are business reduced to its essence. The reason their founders become rich is that startups do what businesses do--create value--more intensively than almost any other part of the economy. How? What are the secrets that make successful startups so insanely productive? Read this book, and let the founders themselves tell you.

    Porter). We've combed through hundreds of Harvard Business Review articles and selected the most important ones to help you catalyze your organization's strategy development and execution.HBR's 10 Must Reads on Strategy will inspire you to:• Distinguish your company from rivals• Clarify what your company will and won't do• Craft a vision for an uncertain future• Create blue oceans of uncontested market space• Use the Balanced Scorecard to measure your strategy• Capture your strategy in a memorable phrase• Make priorities explicit• Allocate resources early• Clarify decision rights for faster decision making"This collection of best-selling articles includes: featured article "What Is Strategy?" by Michael E. Porter, "The Five Competitive Forces That Shape Strategy," "Building Your Company's Vision," "Reinventing Your Business Model," "Blue Ocean Strategy," "The Secrets to Successful Strategy Execution," "Using the Balanced Scorecard as a Strategic Management System," "Transforming Corner-Office Strategy into Frontline Action," "Turning Great Strategy into Great Performance," and "Who Has the D? How Clear Decision Roles Enhance Organizational Performance."

    Dr. Robert Cialdini is the seminal expert in the rapidly expanding field of influence and persuasion. His thirty-five years of rigorous, evidence-based research along with a three-year program of study on what moves people to change behavior has resulted in this highly acclaimed book.You'll learn the six universal principles, how to use them to become a skilled persuader—and how to defend yourself against them. Perfect for people in all walks of life, the principles of Influence will move you toward profound personal change and act as a driving force for your success.

    The leading thinker on the topic of power, Pfeffer here distills his wisdom into an indispensable guide.” —Jim Collins, author of New York Times bestselling author Good to Great and How the Mighty FallSome people have it, and others don’t. Jeffrey Pfeffer explores why, in Power.One of the greatest minds in management theory and author or co-author of thirteen books, including the seminal business-school text Managing With Power, Jeffrey Pfeffer shows readers how to succeed and wield power in the real world.

    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.

    Yet, chances are, you aren’t formally trained in managing projects—you’re an unofficial project manager.FranklinCovey experts Kory Kogon, Suzette Blakemore, and James Wood understand the importance of leadership in project completion and explain that people are crucial in the formula for success.Project Management for the Unofficial Project Manager offers practical, real-world insights for effective project management and guides you through the essentials of the people and project management process:InitiatePlanExecuteMonitor/ControlCloseUnofficial project managers in any arena will benefit from the accessible, engaging real-life anecdotes, memorable “Project Management Proverbs,” and quick reviews at the end of each chapter.If you’re struggling to keep your projects organized, this book is for you. If you manage projects without the benefit of a team, this book is also for you. Change the way you think about project management—"project manager" may not be your official title or necessarily your dream job, but with the right strategies, you can excel.