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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.
Learn how to read the cards with The Tarot Box! Based on the best-selling Book-in-a-Box kits, The Tarot Book provides the perfect introduction to tarot reading.The book introduces each card, and demonstrates how their meaning in a spread can be interpreted to answer your question.
"A one-two punch! Half kick in the ass, half cheerleading encouragement." —Steven Pressfield, author of The War of Art If you are happy being just a dreamer, perhaps you don’t need this book. If you’re enjoying the status quo, don’t even consider reading this book. If you are content waiting for success to find you, please put this book down and go find something else to read. Why has Poke the Box become a cult classic? Because it’s a book that dares readers to do something they’re afraid of. It could be what you need, too. "Is Seth Godin the Pied Piper for however many of us have been afraid to fail? Will I answer his call? Will you?" —Peter Shermeta, reviewing the original edition of Poke the Box
Part of the Bruce Lee's Fighting Method series, this book teaches how to perform jeet kune do's devastating strikes and exploit an opponent's weaknesses with crafty counterattacks like finger jabs and spin kicks.
More law students than ever before come to law school having been diagnosed with a learning disability. The purpose of this book is to provide research-based learning strategies for law students who learn differently. If you are a student who has been diagnosed with a learning disability or if you simply have a unique learning style, you may need to outline differently, read cases differently, and approach law school in a more active, engaged, and efficient manner. This book offers learning strategies grounded in empirical research to help law students who learn differently maximize their academic success. "Learning Outside the Box provides a concise map to the tricky terrain of law school success while simultaneously offering practical and emotional support to readers with nontraditional learning styles. The book will benefit both prospective law students and those current students who see a 'mismatch between how law professors teach . . . and the way in which [the students] learn' (p.19). These readers may find it most useful simply to skim the text initially and then reread pertinent sections later as the content becomes applicable to their studies. In addition to students, law school faculty members, administrators, and staff responsible for counseling law students should also become familiar with this text. The book is recommended for all law school libraries." -- Barbara Glennan, Law Library Journal's "Keeping Up with New Legal Titles"
First released in the Spring of 1999, How People Learn has been expanded to show how the theories and insights from the original book can translate into actions and practice, now making a real connection between classroom activities and learning behavior. This edition includes far-reaching suggestions for research that could increase the impact that classroom teaching has on actual learning. Like the original edition, this book offers exciting new research about the mind and the brain that provides answers to a number of compelling questions. When do infants begin to learn? How do experts learn and how is this different from non-experts? What can teachers and schools do-with curricula, classroom settings, and teaching methodsâ€"to help children learn most effectively? New evidence from many branches of science has significantly added to our understanding of what it means to know, from the neural processes that occur during learning to the influence of culture on what people see and absorb. How People Learn examines these findings and their implications for what we teach, how we teach it, and how we assess what our children learn. The book uses exemplary teaching to illustrate how approaches based on what we now know result in in-depth learning. This new knowledge calls into question concepts and practices firmly entrenched in our current education system. Topics include: How learning actually changes the physical structure of the brain. How existing knowledge affects what people notice and how they learn. What the thought processes of experts tell us about how to teach. The amazing learning potential of infants. The relationship of classroom learning and everyday settings of community and workplace. Learning needs and opportunities for teachers. A realistic look at the role of technology in education.
How do you get a fourth-grader excited about history? How do you even begin to persuade high school students that mathematical functions are relevant to their everyday lives? In this volume, practical questions that confront every classroom teacher are addressed using the latest exciting research on cognition, teaching, and learning. How Students Learn: History, Mathematics, and Science in the Classroom builds on the discoveries detailed in the bestselling How People Learn. Now, these findings are presented in a way that teachers can use immediately, to revitalize their work in the classroom for even greater effectiveness. Organized for utility, the book explores how the principles of learning can be applied in teaching history, science, and math topics at three levels: elementary, middle, and high school. Leading educators explain in detail how they developed successful curricula and teaching approaches, presenting strategies that serve as models for curriculum development and classroom instruction. Their recounting of personal teaching experiences lends strength and warmth to this volume. The book explores the importance of balancing students' knowledge of historical fact against their understanding of concepts, such as change and cause, and their skills in assessing historical accounts. It discusses how to build straightforward science experiments into true understanding of scientific principles. And it shows how to overcome the difficulties in teaching math to generate real insight and reasoning in math students. It also features illustrated suggestions for classroom activities. How Students Learn offers a highly useful blend of principle and practice. It will be important not only to teachers, administrators, curriculum designers, and teacher educators, but also to parents and the larger community concerned about children's education.
Popular Mechanics inspires, instructs and influences readers to help them master the modern world. Whether it’s practical DIY home-improvement tips, gadgets and digital technology, information on the newest cars or the latest breakthroughs in science -- PM is the ultimate guide to our high-tech lifestyle.
Learning: A Behavioral, Cognitive, and Evolutionary Synthesis by Jerome Frieman and Steve Reilly provides an integrated account of the psychological processes involved in learning and conditioning and their influence on human behavior. With a skillful blend of behavioral, cognitive, and evolutionary themes, the text explores various types of learning as adaptive specialization that evolved through natural selection. Robust pedagogy and relevant examples bring concepts to life in this unique and accessible approach to the field.