Uniform Sign Chart


Book Description







Roadside Design Guide


Book Description










Flagging Handbook


Book Description




Graph Representation Learning


Book Description

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.







All American Boys


Book Description

A 2016 Coretta Scott King Author Honor book, and recipient of the Walter Dean Myers Award for Outstanding Children’s Literature. In this New York Times bestselling novel, two teens—one black, one white—grapple with the repercussions of a single violent act that leaves their school, their community, and, ultimately, the country bitterly divided by racial tension. A bag of chips. That’s all sixteen-year-old Rashad is looking for at the corner bodega. What he finds instead is a fist-happy cop, Paul Galluzzo, who mistakes Rashad for a shoplifter, mistakes Rashad’s pleadings that he’s stolen nothing for belligerence, mistakes Rashad’s resistance to leave the bodega as resisting arrest, mistakes Rashad’s every flinch at every punch the cop throws as further resistance and refusal to STAY STILL as ordered. But how can you stay still when someone is pounding your face into the concrete pavement? There were witnesses: Quinn Collins—a varsity basketball player and Rashad’s classmate who has been raised by Paul since his own father died in Afghanistan—and a video camera. Soon the beating is all over the news and Paul is getting threatened with accusations of prejudice and racial brutality. Quinn refuses to believe that the man who has basically been his savior could possibly be guilty. But then Rashad is absent. And absent again. And again. And the basketball team—half of whom are Rashad’s best friends—start to take sides. As does the school. And the town. Simmering tensions threaten to explode as Rashad and Quinn are forced to face decisions and consequences they had never considered before. Written in tandem by two award-winning authors, this four-starred reviewed tour de force shares the alternating perspectives of Rashad and Quinn as the complications from that single violent moment, the type taken directly from today’s headlines, unfold and reverberate to highlight an unwelcome truth.




Standard Highway Signs


Book Description