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Author: Christoph Molnar Publisher: Lulu.com ISBN: 0244768528 Category : Computers Languages : en Pages : 320
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
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: James N. Levitt Publisher: Lincoln Inst of Land Policy ISBN: 9781558443013 Category : Nature Languages : en Pages : 350
Book Description
"This multi-author volume explores large-landscape conservation projects catalyzed by colleges, universities, independent field stations, and research organizations around the world. These initiatives are grand-scale, cross-boundary, cross-sectoral, and cross-disciplinary efforts to protect working and wild landscapes and waterscapes in Australia, Canada, Chile, Colombia, Honduras, Kenya, Tanzania, Trinidad & Tobago, and the United States"--
Author: David J. Skal Publisher: Macmillan + ORM ISBN: 1429998458 Category : Social Science Languages : en Pages : 637
Book Description
A fully updated edition of David J. Skal's Hollywood Gothic, "The ultimate book on Dracula" (Newsweek). The primal image of the black-caped vampire Dracula has become an indelible fixture of the modern imagination. It's recognition factor rivals, in its own perverse way, the familiarity of Santa Claus. Most of us can recite without prompting the salient characteristics of the vampire: sleeping by day in its coffin, rising at dusk to feed on the blood of the living; the ability to shapeshift into a bat, wolf, or mist; a mortal vulnerability to a wooden stake through the heart or a shaft of sunlight. In this critically acclaimed excursion through the life of a cultural icon, David J. Skal maps out the archetypal vampire's relentless trajectory from Victorian literary oddity to movie idol to cultural commodity, digging through the populist veneer to reveal what the prince of darkness says about us all. includes black-and-white Illustrations throughout, plus a new Introduction.
Author: Aldo Leopold Publisher: Oxford University Press, USA ISBN: 0197500269 Category : Nature Languages : en Pages : 241
Book Description
First published in 1949 and praised in The New York Times Book Review as "full of beauty and vigor and bite," A Sand County Almanac combines some of the finest nature writing since Thoreau with a call for changing our understanding of land management.
Author: Christoph Molnar
Author: Christoph Molnar
Author: Northern Rocky Mountain Wolf Recovery Team
Author: 
Author: Robert Goralski
Author: James N. Levitt
Author: David J. Skal
Author: Aldo Leopold
Author: Scott Haugen
Author: Richard P. Thiel
Author: Jim Blackburn