Everything Explained That Is Explainable

2017-09-19 History

Author : Denis Boyles
Release : 2017-09-19
Genre : History
Kind : eBook
Book Rating : 782/5 ( reviews)

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Book Synopsis Everything Explained That Is Explainable by : Denis Boyles

Download or read book Everything Explained That Is Explainable written by Denis Boyles. This book was released on 2017-09-19. Available in PDF, EPUB and Kindle. Book excerpt: Everything Explained That Is Explainable is the audacious, utterly improbable story of the publication of the Eleventh Edition of the legendary Encyclopædia Britannica. It is the tale of a young American entrepreneur who rescued a dying publication with the help of a floundering newspaper, and in so doing produced a series of books that forever changed the face of publishing. Thanks to the efforts of 1,500 contributors, among them a young staff of university graduates as well as some of the most distinguished names of the day, the Eleventh Edition combined scholarship and readability in a way no previous encyclopedia had (or ever has again). Denis Boyles’s work of cultural history pulls back the curtain on the 44-million-word testament to the age of reason that has profoundly shaped the way we see the world.

Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

2019-09-10 Computers

Author : Wojciech Samek
Release : 2019-09-10
Genre : Computers
Kind : eBook
Book Rating : 540/5 ( reviews)

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Book Synopsis Explainable AI: Interpreting, Explaining and Visualizing Deep Learning by : Wojciech Samek

Download or read book Explainable AI: Interpreting, Explaining and Visualizing Deep Learning written by Wojciech Samek. This book was released on 2019-09-10. Available in PDF, EPUB and Kindle. Book excerpt: The development of “intelligent” systems that can take decisions and perform autonomously might lead to faster and more consistent decisions. A limiting factor for a broader adoption of AI technology is the inherent risks that come with giving up human control and oversight to “intelligent” machines. For sensitive tasks involving critical infrastructures and affecting human well-being or health, it is crucial to limit the possibility of improper, non-robust and unsafe decisions and actions. Before deploying an AI system, we see a strong need to validate its behavior, and thus establish guarantees that it will continue to perform as expected when deployed in a real-world environment. In pursuit of that objective, ways for humans to verify the agreement between the AI decision structure and their own ground-truth knowledge have been explored. Explainable AI (XAI) has developed as a subfield of AI, focused on exposing complex AI models to humans in a systematic and interpretable manner. The 22 chapters included in this book provide a timely snapshot of algorithms, theory, and applications of interpretable and explainable AI and AI techniques that have been proposed recently reflecting the current discourse in this field and providing directions of future development. The book is organized in six parts: towards AI transparency; methods for interpreting AI systems; explaining the decisions of AI systems; evaluating interpretability and explanations; applications of explainable AI; and software for explainable AI.

Interpretable Machine Learning

2020 Artificial intelligence

Author : Christoph Molnar
Release : 2020
Genre : Artificial intelligence
Kind : eBook
Book Rating : 528/5 ( reviews)

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Book Synopsis Interpretable Machine Learning by : Christoph Molnar

Download or read book Interpretable Machine Learning written by Christoph Molnar. This book was released on 2020. 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.

Men Explain Things to Me

2014-04-14 Social Science

Author : Rebecca Solnit
Release : 2014-04-14
Genre : Social Science
Kind : eBook
Book Rating : 571/5 ( reviews)

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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. This book was released on 2014-04-14. 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

The Routledge Companion to Philosophy of Physics

2021-09-28 Philosophy

Author : Eleanor Knox
Release : 2021-09-28
Genre : Philosophy
Kind : eBook
Book Rating : 14X/5 ( reviews)

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Book Synopsis The Routledge Companion to Philosophy of Physics by : Eleanor Knox

Download or read book The Routledge Companion to Philosophy of Physics written by Eleanor Knox. This book was released on 2021-09-28. Available in PDF, EPUB and Kindle. Book excerpt: The Routledge Companion to Philosophy of Physics is a comprehensive and authoritative guide to the state of the art in the philosophy of physics. It comprisess 54 self-contained chapters written by leading philosophers of physics at both senior and junior levels, making it the most thorough and detailed volume of its type on the market – nearly every major perspective in the field is represented. The Companion’s 54 chapters are organized into 12 parts. The first seven parts cover all of the major physical theories investigated by philosophers of physics today, and the last five explore key themes that unite the study of these theories. I. Newtonian Mechanics II. Special Relativity III. General Relativity IV. Non-Relativistic Quantum Theory V. Quantum Field Theory VI. Quantum Gravity VII. Statistical Mechanics and Thermodynamics VIII. Explanation IX. Intertheoretic Relations X. Symmetries XI. Metaphysics XII. Cosmology The difficulty level of the chapters has been carefully pitched so as to offer both accessible summaries for those new to philosophy of physics and standard reference points for active researchers on the front lines. An introductory chapter by the editors maps out the field, and each part also begins with a short summary that places the individual chapters in context. The volume will be indispensable to any serious student or scholar of philosophy of physics.

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