Interpretable Machine Learning

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Publisher : Lulu.com
ISBN 13 : 0244768528
Total Pages : 320 pages
Book Rating : 4.2/5 (447 download)

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Book Synopsis Interpretable Machine Learning by : Christoph Molnar

Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Civil Procedure

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Publisher : Aspen Publishers
ISBN 13 :
Total Pages : 444 pages
Book Rating : 4.:/5 (42 download)

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Book Synopsis Civil Procedure by : Joseph W. Glannon

Download or read book Civil Procedure written by Joseph W. Glannon and published by Aspen Publishers. This book was released on 1987 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Examples & Explanations for Constitutional Law

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Publisher : Aspen Publishing
ISBN 13 : 1543850863
Total Pages : 624 pages
Book Rating : 4.5/5 (438 download)

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Book Synopsis Examples & Explanations for Constitutional Law by : Alan Ides

Download or read book Examples & Explanations for Constitutional Law written by Alan Ides and published by Aspen Publishing. This book was released on 2021-12-30 with total page 624 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Science as Inquiry in the Secondary Setting

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Publisher : NSTA Press
ISBN 13 : 1933531266
Total Pages : 158 pages
Book Rating : 4.9/5 (335 download)

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Book Synopsis Science as Inquiry in the Secondary Setting by : Julie Luft

Download or read book Science as Inquiry in the Secondary Setting written by Julie Luft and published by NSTA Press. This book was released on 2008 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Criminal Law

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Publisher : Aspen Publishers
ISBN 13 :
Total Pages : 542 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Criminal Law by : Richard G. Singer

Download or read book Criminal Law written by Richard G. Singer and published by Aspen Publishers. This book was released on 2001 with total page 542 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Examples & Explanations for Remedies

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Publisher : Aspen Publishing
ISBN 13 : 1454892560
Total Pages : 592 pages
Book Rating : 4.4/5 (548 download)

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Book Synopsis Examples & Explanations for Remedies by : Richard L. Hasen

Download or read book Examples & Explanations for Remedies written by Richard L. Hasen and published by Aspen Publishing. This book was released on 2017-07-07 with total page 592 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Men Explain Things to Me

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Publisher : Haymarket Books
ISBN 13 : 1608464571
Total Pages : 145 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis Men Explain Things to Me by : Rebecca Solnit

Download or read book Men Explain Things to Me written by Rebecca Solnit and published by Haymarket Books. This book was released on 2014-04-14 with total page 145 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Writing Effective Use Cases

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Publisher : Pearson Education
ISBN 13 : 0201702258
Total Pages : 301 pages
Book Rating : 4.2/5 (17 download)

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Book Synopsis Writing Effective Use Cases by : Alistair Cockburn

Download or read book Writing Effective Use Cases written by Alistair Cockburn and published by Pearson Education. This book was released on 2001 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: This guide will help readers learn how to employ the significant power of use cases to their software development efforts. It provides a practical methodology, presenting key use case concepts.

Counterexamples in Analysis

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Publisher : Courier Corporation
ISBN 13 : 0486134911
Total Pages : 226 pages
Book Rating : 4.4/5 (861 download)

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Book Synopsis Counterexamples in Analysis by : Bernard R. Gelbaum

Download or read book Counterexamples in Analysis written by Bernard R. Gelbaum and published by Courier Corporation. This book was released on 2012-07-12 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: These counterexamples deal mostly with the part of analysis known as "real variables." Covers the real number system, functions and limits, differentiation, Riemann integration, sequences, infinite series, functions of 2 variables, plane sets, more. 1962 edition.

Explanatory Model Analysis

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Publisher : CRC Press
ISBN 13 : 0429651376
Total Pages : 312 pages
Book Rating : 4.4/5 (296 download)

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Book Synopsis Explanatory Model Analysis by : Przemyslaw Biecek

Download or read book Explanatory Model Analysis written by Przemyslaw Biecek and published by CRC Press. This book was released on 2021-02-15 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.

The Law of Torts

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Publisher : Aspen Publishers
ISBN 13 : 9780735588745
Total Pages : 0 pages
Book Rating : 4.5/5 (887 download)

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Book Synopsis The Law of Torts by : Joseph W. Glannon

Download or read book The Law of Torts written by Joseph W. Glannon and published by Aspen Publishers. This book was released on 2010 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Both students and instructors will welcome the new edition of Joseph W. Glannon's the Law of Torts: Examples & Explanations . This popular study guide provides clear, engaging introductions To The principles of tort law, along with interesting examples that illustrate how the principles apply in typical cases. These distinctive characteristics earned the book its reputation for effectiveness: highly respected author, whose best-selling Civil Procedure: Examples & Explanations uniquely entertaining writing style that captures and holds student interest coverage of the standard topics from most Torts courses - intentional torts, negligence, causation, duty, damages, liability of multiple defendants, And The effect of the plaintiff's conduct three-chapter section on Taking a Torts Essay Exam supplies guidance, tips, and sample exam questions and answers the Third Edition introduces important new material: two new chapters on Products Liability, one on theories of recovery in strict products liability cases and one on common defenses to strict products liability claims completely updated text, with citations reflecting the most current law

Civil Procedure

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Publisher : Aspen Publishers
ISBN 13 :
Total Pages : 684 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Civil Procedure by : Joseph W. Glannon

Download or read book Civil Procedure written by Joseph W. Glannon and published by Aspen Publishers. This book was released on 2001 with total page 684 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recommended by both students and professors, this best-selling paperback study aid is a lifeline for first year students taking a Civil Procedure course. Author Joseph Glannon brings his lively and entertaining style into this new edition along with a wealth of new material. This comprehensive yet hands-on study aid: Covers all aspects of the first year Civil Procedure course including the difficult areas of res judicata, collateral estoppel, and personal and subject matter jurisdiction Presents accessible introductions and explanations Offers a proven pedagogy in the popular examples-and-explanations format -highly effective for learning and applying the Federal Rules of Civil Procedure Gives examples that progress gradually from simple to challenging and build students' confidence Has plenty of visual aids including diagrams, charts, and documents Covers Erie doctrine in a three-chapter section What's new in the Fourth Edition? the latest revisions To The Federal Rules of Civil Procedure A new chapter on the federal question of subject matter jurisdiction Updated changes To The Rules concerning Discovery

Examples & Explanations for Intellectual Property

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Publisher : Aspen Publishing
ISBN 13 : 1543825745
Total Pages : 730 pages
Book Rating : 4.5/5 (438 download)

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Book Synopsis Examples & Explanations for Intellectual Property by : Stephen M. McJohn

Download or read book Examples & Explanations for Intellectual Property written by Stephen M. McJohn and published by Aspen Publishing. This book was released on 2021-03-22 with total page 730 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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. Here’s why you need an E&E to help you study throughout the semester: Clear explanations of each class topic, in a conversational, funny style. Features hypotheticals similar to those presented in class, with corresponding analysis so you can use them during the semester to test your understanding, and again at exam time to help you review. It offers coverage that works with ALL the major casebooks, and suits any class on a given topic. The Examples & Explanations series has been ranked the most popular study aid among law students because it is equally as helpful from the first day of class through the final exam.

The Glannon Guide to Civil Procedure

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Author :
Publisher :
ISBN 13 : 9781454827467
Total Pages : 0 pages
Book Rating : 4.8/5 (274 download)

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Book Synopsis The Glannon Guide to Civil Procedure by : Joseph W. Glannon

Download or read book The Glannon Guide to Civil Procedure written by Joseph W. Glannon and published by . This book was released on 2013 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "A thorough review of first-year Civil Procedure, organized around the theme of multiple-choice questions"--Unedited summary from book cover.

Beautiful Code

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 0596554672
Total Pages : 621 pages
Book Rating : 4.5/5 (965 download)

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Book Synopsis Beautiful Code by : Greg Wilson

Download or read book Beautiful Code written by Greg Wilson and published by "O'Reilly Media, Inc.". This book was released on 2007-06-26 with total page 621 pages. Available in PDF, EPUB and Kindle. Book excerpt: How do the experts solve difficult problems in software development? In this unique and insightful book, leading computer scientists offer case studies that reveal how they found unusual, carefully designed solutions to high-profile projects. You will be able to look over the shoulder of major coding and design experts to see problems through their eyes. This is not simply another design patterns book, or another software engineering treatise on the right and wrong way to do things. The authors think aloud as they work through their project's architecture, the tradeoffs made in its construction, and when it was important to break rules. This book contains 33 chapters contributed by Brian Kernighan, KarlFogel, Jon Bentley, Tim Bray, Elliotte Rusty Harold, Michael Feathers,Alberto Savoia, Charles Petzold, Douglas Crockford, Henry S. Warren,Jr., Ashish Gulhati, Lincoln Stein, Jim Kent, Jack Dongarra and PiotrLuszczek, Adam Kolawa, Greg Kroah-Hartman, Diomidis Spinellis, AndrewKuchling, Travis E. Oliphant, Ronald Mak, Rogerio Atem de Carvalho andRafael Monnerat, Bryan Cantrill, Jeff Dean and Sanjay Ghemawat, SimonPeyton Jones, Kent Dybvig, William Otte and Douglas C. Schmidt, AndrewPatzer, Andreas Zeller, Yukihiro Matsumoto, Arun Mehta, TV Raman,Laura Wingerd and Christopher Seiwald, and Brian Hayes. Beautiful Code is an opportunity for master coders to tell their story. All author royalties will be donated to Amnesty International.

Exploratory Multivariate Analysis by Example Using R

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Publisher : CRC Press
ISBN 13 : 1315301865
Total Pages : 263 pages
Book Rating : 4.3/5 (153 download)

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Book Synopsis Exploratory Multivariate Analysis by Example Using R by : Francois Husson

Download or read book Exploratory Multivariate Analysis by Example Using R written by Francois Husson and published by CRC Press. This book was released on 2017-04-25 with total page 263 pages. Available in PDF, EPUB and Kindle. Book excerpt: Full of real-world case studies and practical advice, Exploratory Multivariate Analysis by Example Using R, Second Edition focuses on four fundamental methods of multivariate exploratory data analysis that are most suitable for applications. It covers principal component analysis (PCA) when variables are quantitative, correspondence analysis (CA) a

What's Your Evidence?

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Publisher : Prentice Hall
ISBN 13 : 9780132117265
Total Pages : 162 pages
Book Rating : 4.1/5 (172 download)

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Book Synopsis What's Your Evidence? by : Carla Zembal-Saul

Download or read book What's Your Evidence? written by Carla Zembal-Saul and published by Prentice Hall. This book was released on 2013 with total page 162 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the view that children are capable young scientists, authors encourage science teaching in ways that nurture students' curiosity about how the natural world works including research-based approaches to support all K-5 children constructing scientific explanations via talk and writing. Grounded in NSF-funded research, this book/DVD provides K-5 teachers with a framework for explanation (Claim, Evidence, Reasoning) that they can use to organize everything from planning to instructional strategies and from scaffolds to assessment. Because the framework addresses not only having students learn scientific explanations but also construct them from evidence and evaluate them, it is considered to build upon the new NRC framework for K-12 science education, the national standards, and reform documents in science education, as well as national standards in literacy around argumentation and persuasion, including the Common Core Standards for English Language Arts (Common Core State Standards Initiative, 2010).The chapters guide teachers step by step through presenting the framework for students, identifying opportunities to incorporate scientific explanation into lessons, providing curricular scaffolds (that fade over time) to support all students including ELLs and students with special needs, developing scientific explanation assessment tasks, and using the information from assessment tasks to inform instruction.