Interpretable Machine Learning

Interpretable Machine Learning PDF Author: Christoph Molnar
Publisher: Lulu.com
ISBN: 0244768528
Category : Computers
Languages : en
Pages : 320

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Book Description
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.

Password Book for Work. a Premium Journal and Logbook to Protect Usernames and Passwords /email Address and Password Book Large Print/ Email Address and Password Book

Password Book for Work. a Premium Journal and Logbook to Protect Usernames and Passwords /email Address and Password Book Large Print/ Email Address and Password Book PDF Author: password password book
Publisher:
ISBN:
Category :
Languages : en
Pages : 102

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Book Description
Keep your important information safe. This is the perfect book to keep all your password information together and secure. This book has approximately 108 pages and is printed on high quality stock. In addition, the pages are alphabetized so you can quickly and conveinently find what you need. Whether its social media, bills or online account info, Premium matte cover design. Alphabetized pages . Perfectly sized at 6 x 9 .

The Absolutely True Diary of a Part-Time Indian (National Book Award Winner)

The Absolutely True Diary of a Part-Time Indian (National Book Award Winner) PDF Author: Sherman Alexie
Publisher: Little, Brown Books for Young Readers
ISBN: 0316219304
Category : Young Adult Fiction
Languages : en
Pages : 299

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Book Description
A New York Times bestseller—over one million copies sold! A National Book Award winner A Boston Globe-Horn Book Award winner Bestselling author Sherman Alexie tells the story of Junior, a budding cartoonist growing up on the Spokane Indian Reservation. Determined to take his future into his own hands, Junior leaves his troubled school on the rez to attend an all-white farm town high school where the only other Indian is the school mascot. Heartbreaking, funny, and beautifully written, The Absolutely True Diary of a Part-Time Indian, which is based on the author's own experiences, coupled with poignant drawings by Ellen Forney that reflect the character's art, chronicles the contemporary adolescence of one Native American boy as he attempts to break away from the life he was destined to live. With a forward by Markus Zusak, interviews with Sherman Alexie and Ellen Forney, and black-and-white interior art throughout, this edition is perfect for fans and collectors alike.

The 12 Week Year

The 12 Week Year PDF Author: Brian P. Moran
Publisher: John Wiley & Sons
ISBN: 1118616421
Category : Business & Economics
Languages : en
Pages : 208

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Book Description
The guide to shortening your execution cycle down from one year to twelve weeks Most organizations and individuals work in the context of annual goals and plans; a twelve-month execution cycle. Instead, The 12 Week Year avoids the pitfalls and low productivity of annualized thinking. This book redefines your "year" to be 12 weeks long. In 12 weeks, there just isn't enough time to get complacent, and urgency increases and intensifies. The 12 Week Year creates focus and clarity on what matters most and a sense of urgency to do it now. In the end more of the important stuff gets done and the impact on results is profound. Explains how to leverage the power of a 12 week year to drive improved results in any area of your life Offers a how-to book for both individuals and organizations seeking to improve their execution effectiveness Authors are leading experts on execution and implementation Turn your organization's idea of a year on its head, and speed your journey to success.

The Pig Book

The Pig Book PDF Author: Citizens Against Government Waste
Publisher: St. Martin's Griffin
ISBN: 146685314X
Category : Political Science
Languages : en
Pages : 212

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Book Description
The federal government wastes your tax dollars worse than a drunken sailor on shore leave. The 1984 Grace Commission uncovered that the Department of Defense spent $640 for a toilet seat and $436 for a hammer. Twenty years later things weren't much better. In 2004, Congress spent a record-breaking $22.9 billion dollars of your money on 10,656 of their pork-barrel projects. The war on terror has a lot to do with the record $413 billion in deficit spending, but it's also the result of pork over the last 18 years the likes of: - $50 million for an indoor rain forest in Iowa - $102 million to study screwworms which were long ago eradicated from American soil - $273,000 to combat goth culture in Missouri - $2.2 million to renovate the North Pole (Lucky for Santa!) - $50,000 for a tattoo removal program in California - $1 million for ornamental fish research Funny in some instances and jaw-droppingly stupid and wasteful in others, The Pig Book proves one thing about Capitol Hill: pork is king!

Designing Your Life

Designing Your Life PDF Author: Bill Burnett
Publisher: Knopf
ISBN: 110187533X
Category : Self-Help
Languages : en
Pages : 274

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Book Description
#1 NEW YORK TIMES BEST SELLER • At last, a book that shows you how to build—design—a life you can thrive in, at any age or stage • “Life has questions. They have answers.” —The New York Times Designers create worlds and solve problems using design thinking. Look around your office or home—at the tablet or smartphone you may be holding or the chair you are sitting in. Everything in our lives was designed by someone. And every design starts with a problem that a designer or team of designers seeks to solve. In this book, Bill Burnett and Dave Evans show us how design thinking can help us create a life that is both meaningful and fulfilling, regardless of who or where we are, what we do or have done for a living, or how young or old we are. The same design thinking responsible for amazing technology, products, and spaces can be used to design and build your career and your life, a life of fulfillment and joy, constantly creative and productive, one that always holds the possibility of surprise.

Black and Brown Leadership and the Promotion of Change in an Era of Social Unrest

Black and Brown Leadership and the Promotion of Change in an Era of Social Unrest PDF Author: Rodriguez, Sonia
Publisher: IGI Global
ISBN: 1799872378
Category : Social Science
Languages : en
Pages : 352

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Book Description
The world was dealt a blow that included a pandemic and economic crisis as well as racial unrest, initiating an energized charge for social justice advocacy. The United States is currently facing an unprecedented challenge in ensuring that all citizens live in a fair, inclusive, and opportunity-rich society. These issues have heightened questions about racial justice that have been placated but can no longer be ignored. Marginalized communities cannot thrive if they continue to be oppressed, neglected, disinvested, and isolated from economic opportunity. The culture of allyship needs to be enacted thoughtfully and not performatively to create sustainable change through a critical mass of engaged advocates and activists. Many organizations enable the status quo by not confronting issues around race, gender, and equity. Leaders of color want a seat at the table as highly valued contributors for the transformation of a just and equitable America. By listening to the voices of Black and Brown leaders, the promotion of change in an era of social unrest will finally occur. Black and Brown Leadership and the Promotion of Change in an Era of Social Unrest amplifies the voices of leaders who identify as Black, LatinX, Indigenous, or people of color as they navigate leadership during a time of tumultuous change and social unrest. More specifically, it portrays dilemmas that marginalized communities encounter while advocating for justice and social change within whitestream organizational systems. The chapters delve into the definitions, perceptions, and lived experiences of Americanism, identity, otherness, and racism as it relates to leadership and discusses the issues, dilemmas, struggles, and successes that persons of color experience in leadership roles in business and education. This book is valuable for practitioners and researchers working in the field of social justice leadership in various disciplines, social justice activists and advocates, teachers, policymakers, politicians, managers, executives, practitioners, researchers, academicians, and students interested in how leaders of color can succeed, navigate hostile spaces, and ultimately create a change in mindsets and practices that will lead to justice.

The NEW School Rules

The NEW School Rules PDF Author: Anthony Kim
Publisher: Corwin Press
ISBN: 1544323204
Category : Education
Languages : en
Pages : 194

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Book Description
Actions to increase effectiveness of schools in a rapidly changing world Schools, in order to be nimble and stay relevant and impactful, need to abandon the rigid structures designed for less dynamic times. The NEW School Rules expands cutting-edge organizational design and modern management techniques into an operating system for empowering schools with the same agility and responsiveness so vital in the business world. 6 simple rules create a unified vision of responsiveness among educators Real life case studies illustrate responsive techniques implemented in a variety of educational demographics 15 experiments guide school and district leaders toward increased responsiveness in their faculty and staff

Communities in Action

Communities in Action PDF Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
ISBN: 0309452961
Category : Medical
Languages : en
Pages : 583

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Book Description
In the United States, some populations suffer from far greater disparities in health than others. Those disparities are caused not only by fundamental differences in health status across segments of the population, but also because of inequities in factors that impact health status, so-called determinants of health. Only part of an individual's health status depends on his or her behavior and choice; community-wide problems like poverty, unemployment, poor education, inadequate housing, poor public transportation, interpersonal violence, and decaying neighborhoods also contribute to health inequities, as well as the historic and ongoing interplay of structures, policies, and norms that shape lives. When these factors are not optimal in a community, it does not mean they are intractable: such inequities can be mitigated by social policies that can shape health in powerful ways. Communities in Action: Pathways to Health Equity seeks to delineate the causes of and the solutions to health inequities in the United States. This report focuses on what communities can do to promote health equity, what actions are needed by the many and varied stakeholders that are part of communities or support them, as well as the root causes and structural barriers that need to be overcome.

Routledge Companion to Professional Awareness and Diversity in Planning Education

Routledge Companion to Professional Awareness and Diversity in Planning Education PDF Author: Stephen Kofi Diko
Publisher: Taylor & Francis
ISBN: 1000871770
Category : Architecture
Languages : en
Pages : 398

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Book Description
The Routledge Companion to Professional Awareness and Diversity in Planning Education engenders a discourse on how urban planning as a discipline is being made attractive to children and youth as they consider their career preferences. It also provides a discourse around the diversity challenges facing the institutions for training urban planning professionals. This Companion is an impressive collection of initiatives, experiences, and lessons in helping children, youth, and the general public appreciate the importance of, and the diversity challenge confronting, the urban planning profession and education. It comprises empirical, experimental, and case study research on initiatives to address the professional awareness and diversity challenges in urban planning. It has uniquely assembled voices and experiences from countries in Africa, Asia, Europe, and North America. Contributors are educators, practitioners, and activists of urban planning as well as policymakers in their respective countries. This Companion is intended as a resource for urban planning schools and departments, foundations, non-profit organizations, private sector organizations, public institutions, teachers, and alumni, among others to learn and consciously drive efforts to increase planning education awareness among children, youth, and the general public. Chapter 6 of this book is freely available as a downloadable Open Access PDF at http://www.taylorfrancis.com under a Creative Commons Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND) 4.0 license.