Jules, a Black teenager, is given a pair of old binoculars as he heads out for a morning of birdwatching in Central Park. He soon learns the binoculars show him a lot more than birds, and maybe they keep him safe, too.

Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical synthesis, 3D vision, recommender systems, question answering, and social network analysis. This book provides a synthesis and overview of graph representation learning. It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs—a nascent but quickly growing subset of graph representation learning.

“Over the last few years we’ve seen a remarkable surge of women running for office, and even better, winning. Running takes courage, passion, and commitment, but it also takes books like this. June and Kate have created a wonderful resource for women as they think about taking the leap.”—Hillary Rodham Clinton Turn “can I do this?” into “yes, I can!” Join the growing wave of women leaders with Represent, an energetic, interactive, and inspiring step-by-step guide showing how to run for the approximately 500,000 elected offices in the US. Written with humor and honesty by writer, comedian, actress, and activist June Diane Raphael and Kate Black, former chief of staff at EMILY’s list, Represent is structured around a 21-point document called “I’m Running for Office: The Checklist.” Doubling as a workbook, Represent covers it all, from the nuts and bolts of where to run, fundraising, and filing deadlines, to issues like balancing family and campaigning, managing social media and how running for office can work in your real life. With infographics, profiles of women politicians, and wisdom and advice from women in office, this is a must-own for any woman thinking of joining the pink wave.

WITH A NEW FOREWORD ABOUT THE 2020 ELECTION “This urgent book offers not only a clear-eyed explanation of the forces that broke our politics, but a thoughtful and, yes, patriotic vision of how we create a government that’s truly by and for the people.”—DAVID DALEY, bestselling author of Ratf**ked and Unrigged In the vein of On Tyranny and How Democracies Die, the bestselling author of Republic, Lost argues with insight and urgency that our democracy no longer represents us and shows that reform is both necessary and possible. America’s democracy is in crisis. Along many dimensions, a single flaw—unrepresentativeness—has detached our government from the people. And as a people, our fractured partisanship and ignorance on critical issues drive our leaders to stake out ever more extreme positions. In They Don’t Represent Us, Harvard law professor Lawrence Lessig charts the way in which the fundamental institutions of our democracy, including our media, respond to narrow interests rather than to the needs and wishes of the nation’s citizenry. But the blame does not only lie with “them”—Washington’s politicians and power brokers, Lessig argues. The problem is also “us.” “We the people” are increasingly uninformed about the issues, while ubiquitous political polling exacerbates the problem, reflecting and normalizing our ignorance and feeding it back into the system as representative of our will. What we need, Lessig contends, is a series of reforms, from governmental institutions to the public itself, including: A move immediately to public campaign funding, leading to more representative candidates A reformed Electoral College, that gives the President a reason to represent America as a whole A federal standard to end partisan gerrymandering in the states A radically reformed Senate A federal penalty on states that don’t secure to their people an equal freedom to vote Institutions that empower the people to speak in an informed and deliberative way A soul-searching and incisive examination of our failing political culture, this nonpartisan call to arms speaks to every citizen, offering a far-reaching platform for reform that could save our democracy and make it work for all of us.

For people dealing with a personal injury claim, a landlord-tenant dispute, a small business scrape or any of the dozens of other possible legal muddles, this book points the way through the complex court system. The book also ncludes a chapter dealing with the specifics of handling a divorce, child custody or child support action.Written in plain English, Represent Yourself in Court breaks down the trial process into easy-to-understand steps so that you can act as your own lawyer -- safely and efficiently. Veteran attorneys Bergman and Berman-Barrett tell you what to say, how to say it, even where to stand when you address the judge and jury.Armed with the simple but thorough instructions in Represent Yourself in Court, you can be heard and taken seriously in any courtroom. Readers learn how to: „X file court papers „X handle depositions and interrogatories „X comply with courtroom procedures „X pick a jury „X prepare your evidence and line up witnesses „X present your opening statement and closing argument „X cross-examine hostile witnesses „X understand and apply rules of evidence „X locate, hire and effectively use expert witnesses „X make and respond to your opponent's objections „X get limited help from an attorney on an as-needed basis „X monitor the work of an attorney if you decide to hire one Whether you are a plaintiff or a defendant, this book will help you confidently handle a divorce, personal injury case, landlord/tenant dispute, breach of contract, small business dispute or any other civil lawsuit.

"También de este lado hay sueños. On this side, too, there are dreams. Lydia Quixano Perez lives in the Mexican city of Acapulco. She runs a bookstore. She has a son, Luca, the love of her life, and a wonderful husband who is a journalist. And while there are cracks beginning to show in Acapulco because of the drug cartels, her life is, by and large, fairly comfortable. Even though she knows they'll never sell, Lydia stocks some of her all-time favorite books in her store. And then one day a man enters the shop to browse and comes up to the register with four books he would like to buy--two of them her favorites. Javier is erudite. He is charming. And, unbeknownst to Lydia, he is the jefe of the newest drug cartel that has gruesomely taken over the city. When Lydia's husband's tell-all profile of Javier is published, none of their lives will ever be the same. Forced to flee, Lydia and eight-year-old Luca soon find themselves miles and worlds away from their comfortable middle-class existence. Instantly transformed into migrants, Lydia and Luca ride la bestia--trains that make their way north toward the United States, which is the only place Javier's reach doesn't extend. As they join the countless people trying to reach el norte, Lydia soon sees that everyone is running from something. But what exactly are they running to? American Dirt will leave readers utterly changed when they finish reading it. A page-turner filled with poignancy, drama, and humanity on every page, it is a literary achievement."--

The Model Rules of Professional Conduct provides an up-to-date resource for information on legal ethics. Federal, state and local courts in all jurisdictions look to the Rules for guidance in solving lawyer malpractice cases, disciplinary actions, disqualification issues, sanctions questions and much more. In this volume, black-letter Rules of Professional Conduct are followed by numbered Comments that explain each Rule's purpose and provide suggestions for its practical application. The Rules will help you identify proper conduct in a variety of given situations, review those instances where discretionary action is possible, and define the nature of the relationship between you and your clients, colleagues and the courts.

Does the identification number 60 indicate a toxic substance or a flammable solid, in the molten state at an elevated temperature? Does the identification number 1035 indicate ethane or butane? What is the difference between natural gas transmission pipelines and natural gas distribution pipelines? If you came upon an overturned truck on the highway that was leaking, would you be able to identify if it was hazardous and know what steps to take? Questions like these and more are answered in the Emergency Response Guidebook. Learn how to identify symbols for and vehicles carrying toxic, flammable, explosive, radioactive, or otherwise harmful substances and how to respond once an incident involving those substances has been identified. Always be prepared in situations that are unfamiliar and dangerous and know how to rectify them. Keeping this guide around at all times will ensure that, if you were to come upon a transportation situation involving hazardous substances or dangerous goods, you will be able to help keep others and yourself out of danger. With color-coded pages for quick and easy reference, this is the official manual used by first responders in the United States and Canada for transportation incidents involving dangerous goods or hazardous materials.

Patricia A. Banks traverses the New York and Atlanta art worlds to uncover how black identities are cultivated through black art patronage. Drawing on over 100 in-depth interviews, observations at arts events, and photographs of art displayed in homes, Banks elaborates a racial identity theory of consumption that highlights how upper-middle class blacks forge black identities for themselves and their children through the consumption of black visual art. She not only challenges common assumptions about elite cultural participation, but also contributes to the heated debate about the significance of race for elite blacks, and illuminates recent art world developments. In doing so, Banks documents how the salience of race extends into the cultural life of even the most socioeconomically successful blacks.