Its techniques are widely applied in engineering, science, finance, and commerce. This book is designed for a short course on machine learning. It is a short course, not a hurried course. From over a decade of teaching this material, we have distilled what we believe to be the core topics that every student of the subject should know. We chose the title `learning from data' that faithfully describes what the subject is about, and made it a point to cover the topics in a story-like fashion. Our hope is that the reader can learn all the fundamentals of the subject by reading the book cover to cover. ---- Learning from data has distinct theoretical and practical tracks. In this book, we balance the theoretical and the practical, the mathematical and the heuristic. Our criterion for inclusion is relevance. Theory that establishes the conceptual framework for learning is included, and so are heuristics that impact the performance of real learning systems. ---- Learning from data is a very dynamic field. Some of the hot techniques and theories at times become just fads, and others gain traction and become part of the field. What we have emphasized in this book are the necessary fundamentals that give any student of learning from data a solid foundation, and enable him or her to venture out and explore further techniques and theories, or perhaps to contribute their own. ---- The authors are professors at California Institute of Technology (Caltech), Rensselaer Polytechnic Institute (RPI), and National Taiwan University (NTU), where this book is the main text for their popular courses on machine learning. The authors also consult extensively with financial and commercial companies on machine learning applications, and have led winning teams in machine learning competitions.

     Today, encyclopedias, jetliners, operating systems, mutual funds, and many other items are being created by teams numbering in the thousands or even millions. While some leaders fear the heaving growth of these massive online communities, Wikinomics proves this fear is folly. Smart firms can harness collective capability and genius to spur innovation, growth, and success. A brilliant guide to one of the most profound changes of our time, Wikinomics challenges our most deeply-rooted assumptions about business and will prove indispensable to anyone who wants to understand competitiveness in the twenty-first century. Based on a $9 million research project led by bestselling author Don Tapscott, Wikinomics shows how masses of people can participate in the economy like never before. They are creating TV news stories, sequencing the human genome, remixing their favorite music, designing software, finding a cure for disease, editing school texts, inventing new cosmetics, or even building motorcycles. You'll read about: • Rob McEwen, the Goldcorp, Inc. CEO who used open source tactics and an online competition to save his company and breathe new life into an old-fashioned industry. • Flickr, Second Life, YouTube, and other thriving online communities that transcend social networking to pioneer a new form of collaborative production. • Mature companies like Procter & Gamble that cultivate nimble, trust-based relationships with external collaborators to form vibrant business ecosystems. An important look into the future, Wikinomics will be your road map for doing business in the twenty-first century.

    As Ferrazzi discovered early in life, what distinguishes highly successful people from everyone else is the way they use the power of relationships--so that everyone wins. In "Never Eat Alone," Ferrazzi lays out the specific steps--and inner mindset--he uses to reach out to connect with the thousands of colleagues, friends, and associates on his Rolodex, people he has helped and who have helped him. The son of a small-town steelworker and a cleaning lady, Ferrazzi first used his remarkable ability to connect with others to pave the way to a scholarship at Yale, a Harvard MBA, and several top executive posts. Not yet out of his thirties, he developed a network of relationships that stretched from Washington's corridors of power to Hollywood's A-list, leading to him being named one of Crain's 40 Under 40 and selected as a Global Leader for Tomorrow by the Davos World Economic Forum. Ferrazzi's form of connecting to the world around him is based on generosity, helping friends connect with other friends. Ferrazzi distinguishes genuine relationship-building from the crude, desperate glad-handling usually associated with "networking." He then distills his system of reaching out to people into practical, proven principles. Among them: Don't keep score: It's never simply about getting what you want. It's about getting what you want and making sure that the people who are important to you get what they want, too. "Ping" constantly: The Ins and Outs of reaching out to those in your circle of contacts all the time--not just when you need something. Never eat alone: The dynamics of status are the same whether you're working at a corporation or attending a society event-- "invisibility" is a fate worse than failure. In the course of the book, Ferrazzi outlines the timeless strategies shared by the world's most connected individuals, from Katherine Graham to Bill Clinton, Vernon Jordan to the Dalai Lama. Chock full of specific advice on handling rejection, getting past gatekeepers, becoming a "conference commando," and more, "Never Eat Alone" is destined to take its place alongside "How to Win Friends and Influence People" as an inspirational classic.

    Authors Tomasz Tunguz and Frank Bien draw on extensive background in big data, business intelligence, and business strategy to provide a blueprint for companies looking to move head-on into the data wave. Instrumentation is discussed in detail, but the core of the change is in the culture—this book provides sound guidance on building the type of organizational culture that creates and leverages data daily, in every aspect of the business. Real-world examples illustrate these important concepts at work: you'll learn how data helped Warby-Parker disrupt a $13 billion monopolized market, how ThredUp uses data to process more than 20 thousand items of clothing every day, how Venmo leverages data to build better products, how HubSpot empowers their salespeople to be more productive, and more. From decision making and strategy to shipping and sales, this book shows you how data makes better business. Big data has taken on buzzword status, but there is little real guidance for companies seeking everyday business data solutions. This book takes a deeper look at big data in business, and shows you how to shift internal culture ahead of the curve. Understand the changes a data culture brings to companies Instrument your company for maximum benefit Utilize data to optimize every aspect of your business Improve decision making and transform business strategy Big data is becoming the number-one topic in business, yet no one is asking the right questions. Leveraging the full power of data requires more than good IT—organization-wide buy-in is essential for long-term success. Winning with Data is the expert guide to making data work for your business, and your needs.

    Management is a key part of any organization, yet the discipline is often self-taught and unstructured. Getting to the good solutions of complex management challenges can make the difference between fulfillment and frustration for teams, and, ultimately, the success or failure of companies. Will Larson's An Elegant Puzzle orients around the particular challenges of engineering management--from sizing teams to technical debt to succession planning--and provides a path to the good solutions. Drawing from his experience at Digg, Uber, and Stripe, Will Larson has developed a thoughtful approach to engineering management that leaders of all levels at companies of all sizes can apply. An Elegant Puzzle balances structured principles and human-centric thinking to help any leader create more effective and rewarding organizations for engineers to thrive in.

    But what stories do you need to tell and how do you tell them?Stories That Stick provides a clear framework of ideals and a concise set of actions for you to take complete control of your own story, utilizing the principles behind the world’s most effective business storytelling strategies.Professional storyteller and nationally-known speaker Kindra Hall reveals the four unique stories you can use to differentiate, captivate, and elevate:the Value Story, to convince customers they need what you provide;the Founder Story, to persuade investors and customers your organization is worth the investment;the Purpose Story, to align and inspire your employees and internal customers; and the Customer Story, to allow those who use your product or service to share their authentic experiences with others.Telling these stories well is a simple, accessible skill anyone can develop. With case studies, company profiles, and anecdotes backed with original research, Hall presents storytelling as the underutilized talent that separates the good from the best in business.Stories That Stick offers specific, actionable steps readers can take to find, craft, and leverage the stories they already have and simply aren’t telling. Every person, every organization has at least four stories at their disposal. Will you tell yours?