This book assesses the impact of norms on decision-making. It argues that norms influence choices not by being causes for actions, but by providing reasons. Consequently it approaches the problem via an investigation of the reasoning process in which norms play a decisive role. Kratochwil argues that, depending upon the strictness the guidance norms provide in arriving at a decision, different styles of reasoning with norms can be distinguished. While the focus in this book is largely analytical, the argument is developed through the interpretation of the classic thinkers in international law (Grotius, Vattel, Pufendorf, Rousseau, Hume, Habermas).

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.

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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.