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This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.
Anchoring America covers 17 anchors in 17 smart profiles that show the evolution of the anchoring job and reveal the character of the men and women who sat at the desk.
Inflation is regarded by the many as a menace that damages business and can only make life worse for households. Keeping it low depends critically on ensuring that firms and workers expect it to be low. So expectations of inflation are a key influence on national economic welfare. This collection pulls together a galaxy of world experts (including Roy Batchelor, Richard Curtin and Staffan Linden) on inflation expectations to debate different aspects of the issues involved. The main focus of the volume is on likely inflation developments. A number of factors have led practitioners and academic observers of monetary policy to place increasing emphasis recently on inflation expectations. One is the spread of inflation targeting, invented in New Zealand over 15 years ago, but now encompassing many important economies including Brazil, Canada, Israel and Great Britain. Even more significantly, the European Central Bank, the Bank of Japan and the United States Federal Bank are the leading members of another group of monetary institutions all considering or implementing moves in the same direction. A second is the large reduction in actual inflation that has been observed in most countries over the past decade or so. These considerations underscore the critical – and largely underrecognized - importance of inflation expectations. They emphasize the importance of the issues, and the great need for a volume that offers a clear, systematic treatment of them. This book, under the steely editorship of Peter Sinclair, should prove very important for policy makers and monetary economists alike.
Through the lens of TV news anchors, this book examines the impact that television news has had on traditional journalistic standards and practices. It provides a historical overview of the impact they have had on American journalism, uncovering the changing values, codes of behavior, and boundaries of the journalistic community.--[book cover].
The "Argentine disappointment"—why Argentina persistently failed to achieve sustained economic stability during the twentieth century—is an issue that has mystified scholars for decades. In Straining the Anchor, Gerardo della Paolera and Alan M. Taylor provide many of the missing links that help explain this important historical episode. Written chronologically, this book follows the various fluctuations of the Argentine economy from its postrevolutionary volatility to a period of unprecedented prosperity to a dramatic decline from which the country has never fully recovered. The authors examine in depth the solutions that Argentina has tried to implement such as the Caja de Conversión, the nation's first currency board which favored a strict gold-standard monetary regime, the forerunner of the convertibility plan the nation has recently adopted. With many countries now using—or seriously contemplating—monetary arrangements similar to Argentina's, this important and persuasive study maps out one of history's most interesting monetary experiments to show what works and what doesn't.
This completely revised and updated edition with all new color photos brings together in a single volume the anchoring systems most popular among climbers. Most climbers today learn their craft on artificial climbing walls and on sport routes with fixed protection. Their first efforts to lead on trad routes often come as a rude shock--they find that they haven't the skills and training to safeguard the climb or to set up solid belays. This new edition of Climbing Anchors is the climber's complete and authoritative source of information on protection, from fundamental knots to sophisticated rigging and equalizing skills.
Career Anchors: Participant Workbook, Fourth Edition Using the Career Anchors Participant Workbook as your guide you will be able to explore and better understand your workplace skills and competencies, career motives and values. With this program, you will gain new insight into your career values and how they relate to your past and future choices. This easy-to-use workbook includes information about career development and a more complete description of the eight career anchors categories. This new edition features updated or new information that addresses issues such as The rapidly changing world of business including more information on globalization, heightened competition, new technologies, greater organizational instability and uncertainty and shifting societal values, all of which influence career trajectories and career anchors A more detailed description and elaboration of the eight anchors A Role Mapping Process that helps to consider the various external demands and pressures with suggested action steps. A Work Career and Family/Life Priority Grid that includes suggestions for how the work, family, and personal patterns identified can interact (for better or worse) with each of the eight career anchors A new "looking ahead" section of the workbook that begins with a comprehensive look at how the world of work is changing and what these changes may mean for each of the career anchors Developmental activities that participants can use as next steps in their career development Once you have completed the Career Anchors Self-Assessment, this workbook will be your next-step resource for analyzing and understanding your particular career anchor.
He believes in science, but only magic can help his mom. Twelve-year-old Finn is used to people in his family disappearing. His twin sister, Faith, drowned when they were three years old. A few months ago, his mom abandoned him and his dad with no explanation. Finn clings to the concrete facts in his physics books—and to his best friend, Gabi—to ward off his sadness. But then his grandmother tells him a secret: the women in their family are Travelers, able to move back and forth in time. Finn's mom is trapped somewhere in the timeline, and she's left Finn a portal to find her. But to succeed, he'll have to put his trust in something bigger than logic. "This is an incredible book, no matter which time universe you're in. I couldn't put it down. One of my favorite debut novels of the year."—Erin Entrada Kelly, New York Times bestselling author and 2018 Newbery Medal winner
Seminal book updated by author of the acclaimed Advanced Rock Climbing Easy-to-follow step-by-step instructions 400 new color photos demonstrate techniques For this new edition of Rock Climbing Anchors, climber and writer Topher Donahue carefully reviewed each technique and lesson, making them even easier to understand and learn. Key updates include: Improved content hierarchy, reading efficiency, and technique emphasis Pros vs. Cons comparison lists Technological advances and changes in gear and standards Graphic illustrations of forces, movement, "right" vs. "wrong" technique, and more New section on anchor considerations for the climbing gym New distinction between "anchor" and "placement" or "piece"