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.

Download or read book Iml Early Chldhd Lang Arts written by Machado and published by . This book was released on 2002-08 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Adult Coloring Book Treasury written by Jason Hamilton and published by . This book was released on 2016-03-14 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Art of Problem Solving Volume 1 written by Sandor Lehoczky and published by Mitchell Beazley. This book was released on 2006 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: " ... offer[s] a challenging exploration of problem solving mathematics and preparation for programs such as MATHCOUNTS and the American Mathematics Competition."--Back cover

Download or read book Feedback Systems written by Karl Johan Åström and published by Princeton University Press. This book was released on 2021-02-02 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The essential introduction to the principles and applications of feedback systems—now fully revised and expanded This textbook covers the mathematics needed to model, analyze, and design feedback systems. Now more user-friendly than ever, this revised and expanded edition of Feedback Systems is a one-volume resource for students and researchers in mathematics and engineering. It has applications across a range of disciplines that utilize feedback in physical, biological, information, and economic systems. Karl Åström and Richard Murray use techniques from physics, computer science, and operations research to introduce control-oriented modeling. They begin with state space tools for analysis and design, including stability of solutions, Lyapunov functions, reachability, state feedback observability, and estimators. The matrix exponential plays a central role in the analysis of linear control systems, allowing a concise development of many of the key concepts for this class of models. Åström and Murray then develop and explain tools in the frequency domain, including transfer functions, Nyquist analysis, PID control, frequency domain design, and robustness. Features a new chapter on design principles and tools, illustrating the types of problems that can be solved using feedback Includes a new chapter on fundamental limits and new material on the Routh-Hurwitz criterion and root locus plots Provides exercises at the end of every chapter Comes with an electronic solutions manual An ideal textbook for undergraduate and graduate students Indispensable for researchers seeking a self-contained resource on control theory

Download or read book Online and Distance Learning Concepts Methodologies Tools and Applications written by Tomei, Lawrence A. and published by IGI Global. This book was released on 2007-07-31 with total page 4032 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This comprehensive, six-volume collection addresses all aspects of online and distance learning, including information communication technologies applied to education, virtual classrooms, pedagogical systems, Web-based learning, library information systems, virtual universities, and more. It enables libraries to provide a foundational reference to meet the information needs of researchers, educators, practitioners, administrators, and other stakeholders in online and distance learning"--Provided by publisher.

Download or read book George Washington and the Art of Business written by Mark McNeilly and published by Oxford University Press. This book was released on 2008-01-18 with total page 222 pages. Available in PDF, EPUB and Kindle. Book excerpt: George Washington ranks as one of the great military leaders in history. The character traits he exemplified, and the leadership skills he employed, enabled him to defeat what was then the world's most powerful nation. In this marvelous book, Mark McNeilly shows today's managers how they can learn from Washington's career--both his triumphs and setbacks--to succeed as leaders in their chosen field. McNeilly paints vivid portraits of some of the crucial moments in Washington's military career, from the early debacle on Long Island Heights to the masterstroke at Trenton. There Washington, aided by his use of intelligence and disinformation, and by his great fortitude in the face of truly daunting conditions, routed the Hessians. McNeilly uses these stirring military encounters to underscore Washington's managerial genius: to persuade and inspire, to open up the decision-making process, to seize opportunities when they arise, to persevere when setbacks occurred, and to learn from his mistakes. Indeed, the true value of the book lies in McNeilly's brilliant ability to link military and business strategy, revealing that successful corporate leaders must possess many of the same traits that Washington did. Using examples from the NFL, Cadillac, Coke, Samsung, Embraer, IBM and others, McNeilly shows how business leaders can apply Washington's principles for success. Blending colorful military and business history with crystal-clear commentary, George Washington and the Art of Business belongs of the shelves of all executives who want to hone their leadership skills.

Download or read book Hands On Machine Learning with R written by Brad Boehmke and published by CRC Press. This book was released on 2019-11-07 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hands-on Machine Learning with R provides a practical and applied approach to learning and developing intuition into today’s most popular machine learning methods. This book serves as a practitioner’s guide to the machine learning process and is meant to help the reader learn to apply the machine learning stack within R, which includes using various R packages such as glmnet, h2o, ranger, xgboost, keras, and others to effectively model and gain insight from their data. The book favors a hands-on approach, providing an intuitive understanding of machine learning concepts through concrete examples and just a little bit of theory. Throughout this book, the reader will be exposed to the entire machine learning process including feature engineering, resampling, hyperparameter tuning, model evaluation, and interpretation. The reader will be exposed to powerful algorithms such as regularized regression, random forests, gradient boosting machines, deep learning, generalized low rank models, and more! By favoring a hands-on approach and using real word data, the reader will gain an intuitive understanding of the architectures and engines that drive these algorithms and packages, understand when and how to tune the various hyperparameters, and be able to interpret model results. By the end of this book, the reader should have a firm grasp of R’s machine learning stack and be able to implement a systematic approach for producing high quality modeling results. Features: · Offers a practical and applied introduction to the most popular machine learning methods. · Topics covered include feature engineering, resampling, deep learning and more. · Uses a hands-on approach and real world data.

Download or read book Classical Music written by Michael Beckerman and published by Open Book Publishers. This book was released on 2021-03-30 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: This kaleidoscopic collection reflects on the multifaceted world of classical music as it advances through the twenty-first century. With insights drawn from leading composers, performers, academics, journalists, and arts administrators, special focus is placed on classical music’s defining traditions, challenges and contemporary scope. Innovative in structure and approach, the volume comprises two parts. The first provides detailed analyses of issues central to classical music in the present day, including diversity, governance, the identity and perception of classical music, and the challenges facing the achievement of financial stability in non-profit arts organizations. The second part offers case studies, from Miami to Seoul, of the innovative ways in which some arts organizations have responded to the challenges analyzed in the first part. Introductory material, as well as several of the essays, provide some preliminary thoughts about the impact of the crisis year 2020 on the world of classical music. Classical Music: Contemporary Perspectives and Challenges will be a valuable and engaging resource for all readers interested in the development of the arts and classical music, especially academics, arts administrators and organizers, and classical music practitioners and audiences.

Download or read book Billboard written by and published by . This book was released on 1995-09-16 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: In its 114th year, Billboard remains the world's premier weekly music publication and a diverse digital, events, brand, content and data licensing platform. Billboard publishes the most trusted charts and offers unrivaled reporting about the latest music, video, gaming, media, digital and mobile entertainment issues and trends.

Download or read book Introductory Functional Analysis with Applications written by Erwin Kreyszig and published by John Wiley & Sons. This book was released on 1991-01-16 with total page 706 pages. Available in PDF, EPUB and Kindle. Book excerpt: KREYSZIG The Wiley Classics Library consists of selected books originally published by John Wiley & Sons that have become recognized classics in their respective fields. With these new unabridged and inexpensive editions, Wiley hopes to extend the life of these important works by making them available to future generations of mathematicians and scientists. Currently available in the Series: Emil Artin Geometnc Algebra R. W. Carter Simple Groups Of Lie Type Richard Courant Differential and Integrai Calculus. Volume I Richard Courant Differential and Integral Calculus. Volume II Richard Courant & D. Hilbert Methods of Mathematical Physics, Volume I Richard Courant & D. Hilbert Methods of Mathematical Physics. Volume II Harold M. S. Coxeter Introduction to Modern Geometry. Second Edition Charles W. Curtis, Irving Reiner Representation Theory of Finite Groups and Associative Algebras Nelson Dunford, Jacob T. Schwartz unear Operators. Part One. General Theory Nelson Dunford. Jacob T. Schwartz Linear Operators, Part Two. Spectral Theory—Self Adjant Operators in Hilbert Space Nelson Dunford, Jacob T. Schwartz Linear Operators. Part Three. Spectral Operators Peter Henrici Applied and Computational Complex Analysis. Volume I—Power Senes-lntegrauon-Contormal Mapping-Locatvon of Zeros Peter Hilton, Yet-Chiang Wu A Course in Modern Algebra Harry Hochstadt Integral Equations Erwin Kreyszig Introductory Functional Analysis with Applications P. M. Prenter Splines and Variational Methods C. L. Siegel Topics in Complex Function Theory. Volume I —Elliptic Functions and Uniformizatton Theory C. L. Siegel Topics in Complex Function Theory. Volume II —Automorphic and Abelian Integrals C. L. Siegel Topics In Complex Function Theory. Volume III —Abelian Functions & Modular Functions of Several Variables J. J. Stoker Differential Geometry

Download or read book Telepresence Bio Art written by Eduardo Kac and published by University of Michigan Press. This book was released on 2005 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Eduardo Kac's work represents a turning point. What it questions is our current attitudes to creativity, taking that word in its most fundamental sense." -Edward Lucie-Smith, author of Visual Arts in the 20th Century "His works introduce a vital new meaning into what had been known as the creative process while at the same time investing the notion of the artist-inventor with an original social and ethical responsibility." -Frank Popper, author of Origins and Development of Kinetic Art "Kac's radical approach to the creation and presentation of the body as a wet host for artificial memory and 'site-specific' work raises a variety of important questions that range from the status of memory in digital culture to the ethical dilemmas we are facing in the age of bioengineering and tracking technology." -Christiane Paul, Whitney Museum of Art For nearly two decades Eduardo Kac has been at the cutting edge of media art, first inventing early online artworks for the web and continuously developing new art forms that involve telecommunications and robotics as a new platform for art. Interest in telepresence, also known as telerobotics, exploded in the 1990s, and remains an important development in media art. Since that time, Kac has increasingly moved into the fields of biology and biotechnology. Telepresence and Bio Art is the first book to document the evolution of bio art and the aesthetic development of Kac, the creator of the "artist's gene" as well as the controversial glow-in-the-dark, genetically engineered rabbit Alba. Kac covers a broad range of topics within media art, including telecommunications media, interactive systems and the Internet, telematics and robotics, and the contact between electronic art and biotechnology. Addressing emerging and complex topics, this book will be essential reading for anyone interested in contemporary art.

Download or read book The Art of Engraving written by James B. Meek and published by . This book was released on 1973 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Modern Robotics written by Kevin M. Lynch and published by Cambridge University Press. This book was released on 2017-05-25 with total page 545 pages. Available in PDF, EPUB and Kindle. Book excerpt: A modern and unified treatment of the mechanics, planning, and control of robots, suitable for a first course in robotics.

Download or read book World Atlas of Seagrasses written by Frederick T. Short and published by Univ of California Press. This book was released on 2003 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Seagrasses are a vital and widespread but often overlooked coastal marine habitat. This volume provides a global survey of their distribution and conservation status.

Download or read book Patterns of Entrepreneurship Management written by Jack M. Kaplan and published by John Wiley & Sons. This book was released on 2009-08-24 with total page 435 pages. Available in PDF, EPUB and Kindle. Book excerpt: This third edition prepares entrepreneurs for the rewards and pitfalls of this career choice. It explores a new theme on how to effectively manage a start-up company. Focus on Real Entrepreneurs sections highlight how entrepreneurs position their companies to meet the various marketing, financial, and technological challenges. Management Track sections present key management issues while following the development of a real company. Entrepreneurs will also find real situations and examples on which they can practice the broad range of skills required to start and build a company in today's complex world.

Download or read book The One and Only Sparkella written by Channing Tatum and published by Feiwel & Friends. This book was released on 2021-05-04 with total page 48 pages. Available in PDF, EPUB and Kindle. Book excerpt: An Instant #1 New York Times Bestseller! A Publishers Weekly Bestseller! Leading actor, producer and director Channing Tatum's picture book debut, The One and Only Sparkella is a charming ode to self-esteem and the love between a father and daughter—illustrated by Kim Barnes. Ella is excited for her first day at a new school. Glimmering pencil case? Check! Shimmering backpack? Check! Glittery ribbons in her hair? Check! She can't wait to meet the other kids and share her sparkly personality. But her first day doesn't go quite as planned: Her new classmates don't like her disco-ball shoes, her PB&J-with-sprinkles sandwich, or her rainbow-y unicorn painting. Ella decides to try to be less sparkly at school the next day so the other kids won't make fun of her. But with a little help from her dad, she soon learns the importance of just being herself, no matter what other people say.