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Author: Christoph Molnar
Publisher: Lulu.com
ISBN: 0244768528
Category : Computers
Languages : en
Pages : 320
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Book Description
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.
Author: Christoph Molnar
Publisher: Lulu.com
ISBN: 0244768528
Category : Computers
Languages : en
Pages : 320
Get Book Here
Book Description
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.
Author: Natalie Goldberg
Publisher: Shambhala Publications
ISBN: 0834821133
Category : Self-Help
Languages : en
Pages : 258
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Book Description
For more than thirty years Natalie Goldberg has been challenging and cheering on writers with her books and workshops. In her groundbreaking first book, she brings together Zen meditation and writing in a new way. Writing practice, as she calls it, is no different from other forms of Zen practice—"it is backed by two thousand years of studying the mind." This thirtieth-anniversary edition includes new forewords by Julia Cameron and Bill Addison. It also includes a new preface in which Goldberg reflects on the enduring quality of the teachings here. She writes, "What have I learned about writing over these thirty years? I’ve written fourteen books, and it’s the practice here in Bones that is the foundation, sustaining and building my writing voice, that keeps me honest, teaches me how to endure the hard times and how to drop below discursive thinking, to taste the real meat of our minds and the life around us."
Author: Mark S. Hamm
Publisher: DIANE Publishing
ISBN: 1437929591
Category : Political Science
Languages : en
Pages : 258
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Book Description
This is a print on demand edition of a hard to find publication. Examines terrorists¿ involvement in a variety of crimes ranging from motor vehicle violations, immigration fraud, and mfg. illegal firearms to counterfeiting, armed bank robbery, and smuggling weapons of mass destruction. There are 3 parts: (1) Compares the criminality of internat. jihad groups with domestic right-wing groups. (2) Six case studies of crimes includes trial transcripts, official reports, previous scholarship, and interviews with law enforce. officials and former terrorists are used to explore skills that made crimes possible; or events and lack of skill that the prevented crimes. Includes brief bio. of the terrorists along with descriptions of their org., strategies, and plots. (3) Analysis of the themes in closing arguments of the transcripts in Part 2. Illus.
Author: Sam Kean
Publisher: Little, Brown
ISBN: 0316089087
Category : Science
Languages : en
Pages : 333
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Book Description
From New York Times bestselling author Sam Kean comes incredible stories of science, history, finance, mythology, the arts, medicine, and more, as told by the Periodic Table. Why did Gandhi hate iodine (I, 53)? How did radium (Ra, 88) nearly ruin Marie Curie's reputation? And why is gallium (Ga, 31) the go-to element for laboratory pranksters? The Periodic Table is a crowning scientific achievement, but it's also a treasure trove of adventure, betrayal, and obsession. These fascinating tales follow every element on the table as they play out their parts in human history, and in the lives of the (frequently) mad scientists who discovered them. The Disappearing Spoon masterfully fuses science with the classic lore of invention, investigation, and discovery -- from the Big Bang through the end of time. Though solid at room temperature, gallium is a moldable metal that melts at 84 degrees Fahrenheit. A classic science prank is to mold gallium spoons, serve them with tea, and watch guests recoil as their utensils disappear.
Author: Breanne Robertson
Publisher:
ISBN: 9781732003071
Category : Flags
Languages : en
Pages : 371
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Book Description
"Investigating Iwo encourages us to explore the connection between American visual culture and World War II, particularly how the image inspired Marines, servicemembers, and civilians to carry on with the war and to remember those who made the ultimate sacrifice to ensure victory over the Axis Powers. Chapters shed light on the processes through which history becomes memory and gains meaning over time. The contributors ask only that we be willing to take a closer look, to remain open to new perspectives that can deepen our understanding of familiar topics related to the flag raising, including Rosenthal's famous picture, that continue to mean so much to us today"--
Author: Bashō Matsuo
Publisher: Kodansha
ISBN:
Category : Haiku
Languages : en
Pages : 440
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Book Description
Matsuo Basho stands today as Japan's most renowned writer, and one of the most revered. Yet despite his stature, Basho's complete haiku have never been collected under one cover. Until now. To render the writer's full body of work in English, Jane Reichhold, an American haiku poet and translator, dedicated over ten years to the present compilation. In Barbo: The Complete Haiku she accomplishes the feat with distinction. Dividing the poet's creative output into seven periods of development, Reichhold frames each period with a decisive biographical sketch of the poet's travels, creative influences, and personal triumphs and defeats. Supplementary material includes two hundred pages of scrupulously researched notes, which also contain a literal translation of the poem, the original Japanese, and a Romanized reading. A glossary, chronology, index of first lines, and explanation of Basho's haiku techniques provide additional background information. Finally in the spirit of Basho, elegant semi-e ink drawings by well-known Japanese artist Shiro Tsujimura front each chapter.
Author: Nassim Nicholas Taleb
Publisher: Random House Trade Paperbacks
ISBN: 0812979680
Category : Business & Economics
Languages : en
Pages : 546
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Book Description
Antifragile is a standalone book in Nassim Nicholas Taleb’s landmark Incerto series, an investigation of opacity, luck, uncertainty, probability, human error, risk, and decision-making in a world we don’t understand. The other books in the series are Fooled by Randomness, The Black Swan, Skin in the Game, and The Bed of Procrustes. Nassim Nicholas Taleb, the bestselling author of The Black Swan and one of the foremost thinkers of our time, reveals how to thrive in an uncertain world. Just as human bones get stronger when subjected to stress and tension, and rumors or riots intensify when someone tries to repress them, many things in life benefit from stress, disorder, volatility, and turmoil. What Taleb has identified and calls “antifragile” is that category of things that not only gain from chaos but need it in order to survive and flourish. In The Black Swan, Taleb showed us that highly improbable and unpredictable events underlie almost everything about our world. In Antifragile, Taleb stands uncertainty on its head, making it desirable, even necessary, and proposes that things be built in an antifragile manner. The antifragile is beyond the resilient or robust. The resilient resists shocks and stays the same; the antifragile gets better and better. Furthermore, the antifragile is immune to prediction errors and protected from adverse events. Why is the city-state better than the nation-state, why is debt bad for you, and why is what we call “efficient” not efficient at all? Why do government responses and social policies protect the strong and hurt the weak? Why should you write your resignation letter before even starting on the job? How did the sinking of the Titanic save lives? The book spans innovation by trial and error, life decisions, politics, urban planning, war, personal finance, economic systems, and medicine. And throughout, in addition to the street wisdom of Fat Tony of Brooklyn, the voices and recipes of ancient wisdom, from Roman, Greek, Semitic, and medieval sources, are loud and clear. Antifragile is a blueprint for living in a Black Swan world. Erudite, witty, and iconoclastic, Taleb’s message is revolutionary: The antifragile, and only the antifragile, will make it. Praise for Antifragile “Ambitious and thought-provoking . . . highly entertaining.”—The Economist “A bold book explaining how and why we should embrace uncertainty, randomness, and error . . . It may just change our lives.”—Newsweek
Author: Rolf Pfeifer
Publisher: MIT Press
ISBN: 0262288524
Category : Computers
Languages : en
Pages : 419
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Book Description
An exploration of embodied intelligence and its implications points toward a theory of intelligence in general; with case studies of intelligent systems in ubiquitous computing, business and management, human memory, and robotics. How could the body influence our thinking when it seems obvious that the brain controls the body? In How the Body Shapes the Way We Think, Rolf Pfeifer and Josh Bongard demonstrate that thought is not independent of the body but is tightly constrained, and at the same time enabled, by it. They argue that the kinds of thoughts we are capable of have their foundation in our embodiment—in our morphology and the material properties of our bodies. This crucial notion of embodiment underlies fundamental changes in the field of artificial intelligence over the past two decades, and Pfeifer and Bongard use the basic methodology of artificial intelligence—"understanding by building"—to describe their insights. If we understand how to design and build intelligent systems, they reason, we will better understand intelligence in general. In accessible, nontechnical language, and using many examples, they introduce the basic concepts by building on recent developments in robotics, biology, neuroscience, and psychology to outline a possible theory of intelligence. They illustrate applications of such a theory in ubiquitous computing, business and management, and the psychology of human memory. Embodied intelligence, as described by Pfeifer and Bongard, has important implications for our understanding of both natural and artificial intelligence.
Author: Mahmut Gazi Yaşargil
Publisher:
ISBN:
Category : Brain
Languages : en
Pages : 496
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Book Description
Author: Bonnie P. Murray
Publisher: Scholastic Inc.
ISBN: 9780439303019
Category : Education
Languages : en
Pages : 196
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Book Description
A seasoned elementary teacher shares her strategies in this amazing, super-practical guide. You ll find everything you need to set up your classroom for maximum learning, prepare dynamite lessons, create an effective classroom management plan . . . and so much more! From getting ready for the first day to staying on target through June, this must-have book will be your companion for years to come. For use with Grades K-4."
