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.

Examples & Explanations for Constitutional Law: Individual Rights, Ninth edition, by Allan Ides, Christopher N. May, and Simona Grossi, provides a clearly written, comprehensive examination of constitutional doctrine pertaining to individual rights. This problem-oriented study guide provides students and teachers with a highly readable and accessible study of constitutional law. Both this book and its companion volume,¿Examples & Explanations for Constitutional Law: National Power and Federalism, combine detailed textual material with real-world examples and explanations that apply the relevant constitutional doctrine to specific fact patterns. The text operates as a readable and citable treatise on the topics covered, and the examples and explanations serve as an elaboration on that text. Its unique, time-tested Examples & Explanations pedagogy combines clear textual material with well-written, comprehensive and up-to-date examples, explanations, and questions. A favorite among law school students, and often recommended by professors, this guide takes students through the principal doctrines of constitutional law covered in a typical course that includes a study of individual rights. New to the Ninth Edition: Inclusion of nearly 50 new Supreme Court cases Updated Examples & Explanations Expanded discussion of the freedom of association Richer treatment of the right to keep and bear arms Professors and students will benefit from: Hypotheticals similar to those presented in class, with structure and reasoning behind the corresponding analysis An alternative perspective to help you understand your casebook and in-class lectures Straightforward, informal text that is never simplistic, and quickly gets to the point in conversational style laced with humor Adaptability with all major Constitutional Law casebooks Authors with over 70 years of combined experience teaching Constitutional Law

Finally, there is a Criminal Law study aid that teachers can recommend to their students with complete confidence: Singer and LaFond's CRIMINAL LAW: Examples and Explanations . Carefully designed to facilitate effective study, and written in a crisp, clear style, this book takes a practical three-step approach: Thorough descriptions explore and explain the concepts under consideration Examples give students an opportunity to test their comprehension by applying the law to contemporary fact patterns Explanations help them measure their mastery of the material and provide suggested answers and feedback Engaging student interest through stimulating hypotheticals, Singer and LaFond make their sophisticated analysis of criminal law not just painless, but actually fun to read. Both comprehensive and contemporary, CRIMINAL LAW: Examples and Explanations, covers provocative and timely subjects in eight major areas: the purposes of punishment Actus Reus and Mens Rea homicide causation inchoate crimes: solicitation and attempt group criminality: conspiracy and complicity rape defenses and excuses

It can be a tough thing to admit: Despite hearing so much about the importance of inquiry-based science education, you may not be exactly sure what it is, not to mention how to do it. But now this engaging new book takes the intimidation out of inquiry. Science as Inquiry in the Secondary Setting gives you an overview of what inquiry can be like in middle and high school and explores how to incorporate more inquiry-centered practices into your own teaching. In 11 concise chapters, leading researchers raise and resolve such key questions as: What is Inquiry? What does inquiry look like in speccific classes, such as the Earth science lab or the chemitry lab? What are the basic features of inquiry instruction? How do you assess science as inquiry? Science as Inquiry was created to fill a vacuum. No other book serves as such a compact, easy-to-understand orientation to inquiry. It's ideal for guiding discussion, fostering reflection, and helping you enhance your own classroom practices. As chapter author Mark Windschitl writes, "The aim of doing more authrntic science in schools is not to mimic scientists, but to develop the depth of content knowledge, the habits of mind, and the critical reasoning skills that are so crucial to basic science literacy." This volume guides you to find new ways of helping students further along the path to science literacy.

A favorite classroom prep tool of successful students that is often recommended by professors, the Examples & Explanations (E&E) series provides an alternative perspective to help you understand your casebook and in-class lectures. Each E&E offers hypothetical questions complemented by detailed explanations that allow you to test your knowledge of the topics in your courses and compare your own analysis. Key Features A new discussion of the draft Restatement of the Law Torts (Third): Liability for Economic Harm’s treatment of the economic harm rule A new discussion of special emotional distress rules for cases involving high risk of causing such distress, such as mishandling human remains and injuring pets A new discussion of emotional distress damages for breach of contract A new section discussing of the basis for temporary restraining orders, including the appealability of such orders (which has become a contested issue in challenges to Trump administration executive orders) A new section discussing the controversy over the use of nationwide injunctions in highly charged political cases, a trend that has emerged to challenge policies of both the Obama and Trump administrations A new discussion of restitutionary claims for constructive trusts involving disproportionate gains, such as lottery winnings, under both the common law and Restatement (Third) of Restitution A new section on opportunistic breach of contract in Restitution, including the Supreme Court’s recent endorsement of the section in a 2015 case A new section on the relationship between laches and statutes of limitations and new Supreme Court authority on the question

The National Book Critics Circle Award–winning author delivers a collection of essays that serve as the perfect “antidote to mansplaining” (The Stranger). In her comic, scathing essay “Men Explain Things to Me,” Rebecca Solnit took on what often goes wrong in conversations between men and women. She wrote about men who wrongly assume they know things and wrongly assume women don’t, about why this arises, and how this aspect of the gender wars works, airing some of her own hilariously awful encounters. She ends on a serious note— because the ultimate problem is the silencing of women who have something to say, including those saying things like, “He’s trying to kill me!” This book features that now-classic essay with six perfect complements, including an examination of the great feminist writer Virginia Woolf’s embrace of mystery, of not knowing, of doubt and ambiguity, a highly original inquiry into marriage equality, and a terrifying survey of the scope of contemporary violence against women. “In this series of personal but unsentimental essays, Solnit gives succinct shorthand to a familiar female experience that before had gone unarticulated, perhaps even unrecognized.” —The New York Times “Essential feminist reading.” —The New Republic “This slim book hums with power and wit.” —Boston Globe “Solnit tackles big themes of gender and power in these accessible essays. Honest and full of wit, this is an integral read that furthers the conversation on feminism and contemporary society.” —San Francisco Chronicle “Essential.” —Marketplace “Feminist, frequently funny, unflinchingly honest and often scathing in its conclusions.” —Salon