Automated Machine Learning for Business

Automated Machine Learning for Business PDF Author: Kai R. Larsen
Publisher: Oxford University Press
ISBN: 0190941650
Category : Business & Economics
Languages : en
Pages : 353

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Book Description
Teaches the machine learning process for business students and professionals using automated machine learning, a new development in data science that requires only a few weeks to learn instead of years of training Though the concept of computers learning to solve a problem may still conjure thoughts of futuristic artificial intelligence, the reality is that machine learning algorithms now exist within most major software, including Websites and even word processors. These algorithms are transforming society in the most radical way since the Industrial Revolution, primarily through automating tasks such as deciding which users to advertise to, which machines are likely to break down, and which stock to buy and sell. While this work no longer always requires advanced technical expertise, it is crucial that practitioners and students alike understand the world of machine learning. In this book, Kai R. Larsen and Daniel S. Becker teach the machine learning process using a new development in data science: automated machine learning (AutoML). AutoML, when implemented properly, makes machine learning accessible by removing the need for years of experience in the most arcane aspects of data science, such as math, statistics, and computer science. Larsen and Becker demonstrate how anyone trained in the use of AutoML can use it to test their ideas and support the quality of those ideas during presentations to management and stakeholder groups. Because the requisite investment is a few weeks rather than a few years of training, these tools will likely become a core component of undergraduate and graduate programs alike. With first-hand examples from the industry-leading DataRobot platform, Automated Machine Learning for Business provides a clear overview of the process and engages with essential tools for the future of data science.

Automated Machine Learning for Business

Automated Machine Learning for Business PDF Author: Kai R. Larsen
Publisher: Oxford University Press
ISBN: 0190941650
Category : Business & Economics
Languages : en
Pages : 353

Get Book Here

Book Description
Teaches the machine learning process for business students and professionals using automated machine learning, a new development in data science that requires only a few weeks to learn instead of years of training Though the concept of computers learning to solve a problem may still conjure thoughts of futuristic artificial intelligence, the reality is that machine learning algorithms now exist within most major software, including Websites and even word processors. These algorithms are transforming society in the most radical way since the Industrial Revolution, primarily through automating tasks such as deciding which users to advertise to, which machines are likely to break down, and which stock to buy and sell. While this work no longer always requires advanced technical expertise, it is crucial that practitioners and students alike understand the world of machine learning. In this book, Kai R. Larsen and Daniel S. Becker teach the machine learning process using a new development in data science: automated machine learning (AutoML). AutoML, when implemented properly, makes machine learning accessible by removing the need for years of experience in the most arcane aspects of data science, such as math, statistics, and computer science. Larsen and Becker demonstrate how anyone trained in the use of AutoML can use it to test their ideas and support the quality of those ideas during presentations to management and stakeholder groups. Because the requisite investment is a few weeks rather than a few years of training, these tools will likely become a core component of undergraduate and graduate programs alike. With first-hand examples from the industry-leading DataRobot platform, Automated Machine Learning for Business provides a clear overview of the process and engages with essential tools for the future of data science.

Differential Dynamical Systems, Revised Edition

Differential Dynamical Systems, Revised Edition PDF Author: James D. Meiss
Publisher: SIAM
ISBN: 161197464X
Category : Mathematics
Languages : en
Pages : 410

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Book Description
Differential equations are the basis for models of any physical systems that exhibit smooth change. This book combines much of the material found in a traditional course on ordinary differential equations with an introduction to the more modern theory of dynamical systems. Applications of this theory to physics, biology, chemistry, and engineering are shown through examples in such areas as population modeling, fluid dynamics, electronics, and mechanics. Differential Dynamical Systems begins with coverage of linear systems, including matrix algebra; the focus then shifts to foundational material on nonlinear differential equations, making heavy use of the contraction-mapping theorem. Subsequent chapters deal specifically with dynamical systems concepts?flow, stability, invariant manifolds, the phase plane, bifurcation, chaos, and Hamiltonian dynamics. This new edition contains several important updates and revisions throughout the book. Throughout the book, the author includes exercises to help students develop an analytical and geometrical understanding of dynamics. Many of the exercises and examples are based on applications and some involve computation; an appendix offers simple codes written in Maple, Mathematica, and MATLAB software to give students practice with computation applied to dynamical systems problems.

Creating Cultural Safety in Couple and Family Therapy

Creating Cultural Safety in Couple and Family Therapy PDF Author: Robert Allan
Publisher: Springer
ISBN: 3319646176
Category : Psychology
Languages : en
Pages : 114

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Book Description
This important resource offers theoretical and practical approaches to understanding and working with cultural realities in training and supervision, particularly in family therapy. Clinical wisdom, empirical findings, real-world examples, and hands-on suggestions demonstrate the vital role of building and sustaining cultural awareness, both in supervisory work with trainees and in therapists providing fair, effective, and relevant services to clients. In the book’s multiple perspectives on the complexities of cultural identity, the attainment of cultural safety is shown as an ongoing process, part of professional development as well as self-knowledge across the lifespan. Critical distinctions are also drawn between cultural safety and relatively static concepts within cross-cultural competencies. Included in the coverage: A framework for integrating an understanding of oppression dynamics in clinical work and supervision. Expanding conversations about cultural responsiveness in supervision. When dominant culture values meet diverse clinical settings: perspectives from an African American supervisor. Safety and social justice in the supervisory relationship. Towards safe and equitable relationships: sociocultural attunement in supervision. Comprehensive multicultural curriculum: self-awareness as process. Developing cultural awareness and sensitivity through simulation. Creating Cultural Safety in Couple and Family Therapy will enhance the work of social workers, mental health professionals, and practitioners working family therapy cases seeking perspectives on addressing diverse multicultural realities as they intersect with clinical supervision and training.

The Book of Unconformities

The Book of Unconformities PDF Author: Hugh Raffles
Publisher: Verse Chorus Press
ISBN: 1891241745
Category : Social Science
Languages : en
Pages : 415

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Book Description
From the author of lnsectopedia, a powerful exploration of loss, grief, endurance, and the absences that permeate the present. Unconformities are gaps in the geological record, physical evidence of breaks in time. For Hugh Raffles, these holes in history are also fissures in feeling, knowledge, memory, and understanding. In this endlessly inventive, riveting book, Raffles enters these gaps, drawing together threads of geology, history, literature, philosophy, and ethnography to trace the intimate connections between personal loss and world historical events, and to reveal the force of absence at the core of contemporary life. Through deeply researched explorations of Neolithic stone circles, Icelandic lava, mica from a Nazi concentration camp, petrified whale blubber in Svalbard, the marble prized by Manhattan's Lenape, and a huge Greenlandic meteorite that arrived in New York City along with six Inuit adventurers in 1897, Raffles shows how unconformities unceasingly incite human imagination and investigation yet refuse to conform, heal, or disappear. A journey across eons and continents, The Book of Unconformities is also a journey through stone: this most solid, ancient, and enigmatic of materials, it turns out, is as lively, capricious, willful, and indifferent as time itself.

Water Resource Management

Water Resource Management PDF Author: A. Dan Tarlock
Publisher:
ISBN:
Category : Nature
Languages : en
Pages : 1030

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Book Description


The Knowledge Illusion

The Knowledge Illusion PDF Author: Steven Sloman
Publisher: Penguin
ISBN: 0399184341
Category : Psychology
Languages : en
Pages : 306

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Book Description
“The Knowledge Illusion is filled with insights on how we should deal with our individual ignorance and collective wisdom.” —Steven Pinker We all think we know more than we actually do. Humans have built hugely complex societies and technologies, but most of us don’t even know how a pen or a toilet works. How have we achieved so much despite understanding so little? Cognitive scientists Steven Sloman and Philip Fernbach argue that we survive and thrive despite our mental shortcomings because we live in a rich community of knowledge. The key to our intelligence lies in the people and things around us. We’re constantly drawing on information and expertise stored outside our heads: in our bodies, our environment, our possessions, and the community with which we interact—and usually we don’t even realize we’re doing it. The human mind is both brilliant and pathetic. We have mastered fire, created democratic institutions, stood on the moon, and sequenced our genome. And yet each of us is error prone, sometimes irrational, and often ignorant. The fundamentally communal nature of intelligence and knowledge explains why we often assume we know more than we really do, why political opinions and false beliefs are so hard to change, and why individual-oriented approaches to education and management frequently fail. But our collaborative minds also enable us to do amazing things. The Knowledge Illusion contends that true genius can be found in the ways we create intelligence using the community around us.

Mastering Adobe Animate 2021

Mastering Adobe Animate 2021 PDF Author: Joseph Labrecque
Publisher: Packt Publishing Ltd
ISBN: 1801075220
Category : Computers
Languages : en
Pages : 404

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Book Description
Step into the world of animation and go beyond the fundamentals of Adobe Animate to bring experiences to life through expert-led content Key FeaturesProduce rich motion graphics and interactive animations for multiple platforms and discover different ways to use AnimateExplore the key features and enhancements in the latest Adobe Animate releaseTake your Adobe Animate projects to the next level by delving into creative workflowsBook Description Adobe Animate is platform-agnostic asset creation, motion design, animation, and interactivity software. Complete with step-by-step explanations of essential concepts, practical examples, and hands-on walkthroughs, this book shows you how to use Adobe Animate to create immersive experiences by breaking through creative limitations across every medium. You will begin by getting up to speed with what you need to know about Adobe Animate quickly. Next, you will learn how to get started with Animate as a creative platform and explore the features introduced in the most recent version of the software. Moving on, you'll consume and produce media assets for multiple platforms through both the publish and export workflows. Following this, you'll delve into advanced rigging techniques and discover how to create more dynamic animation with advanced depth and movement techniques. You'll also find out how to build projects such as games, virtual reality experiences, and apps for various platforms. The book concludes with an examination of different methods used to extend the software for various needs. By the end of this book, you'll be able to produce a variety of media assets, motion design materials and animated artifacts, and interactive content pieces - all while targeting a variety of platforms including HTML5 Canvas, WebGL, and mobile devices. What you will learnGain a solid understanding of Adobe Animate foundations and new featuresUnderstand the nuances associated with publishing and exporting rich media content for various platformsMake use of advanced layering and rigging techniques to create engaging motion contentCreate dynamic motion by using the camera and variable layer depth techniquesDevelop web-based games, virtual reality experiences, and multiplatform mobile applicationsExtend Animate with extensions, application-level scripting, and the creation of custom integrated tutorialsWho this book is for This book is for web, graphic, and motion design professionals with basic experience in animation who want to take their existing skills to the next level. A clear understanding of basic animation concepts will help you to get the most out of this book and produce impressive results.

Hear My Voice/Escucha mi voz

Hear My Voice/Escucha mi voz PDF Author:
Publisher: Workman Publishing Company
ISBN: 1523514213
Category : Juvenile Nonfiction
Languages : en
Pages : 97

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Book Description
The moving stories of children in migration—in their own words. "In Spanish and in English, a devastating first-person account of children’s experiences in detention at the southern U.S. border.... A powerful, critical document only made more heartbreaking in picture-book form." —Kirkus Reviews starred review Every day, children in migration are detained at the US-Mexico border. They are scared, alone, and their lives are in limbo. Hear My Voice/Escucha mi voz shares the stories of 61 these children, from Honduras, Guatemala, El Salvador, Ecuador, and Mexico, ranging in age from five to seventeen—in their own words from actual sworn testimonies. Befitting the spirit of the project, the book is in English on one side; then flip it over, and there's a complete Spanish version. Illustrated by 17 Latinx artists, including Caldecott Medalist and multiple Pura Belpré Illustrator Award-winning Yuyi Morales and Pura Belpré Illustrator Award-winning Raὺl the Third. Includes information, questions, and action points. Buying this book benefits Project Amplify, an organization that supports children in migration.

Critical Sports Studies

Critical Sports Studies PDF Author: Nicholas Villanueva, Jr.
Publisher:
ISBN: 9781793507501
Category :
Languages : en
Pages : 296

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Book Description
Critical Sports Studies: A Document Reader provides students with a selection of essays that examine social problems in sport. Readers are challenged to critically consider various topics to better understand how the global phenomenon of sport can lead to challenges both on and off the field. The opening chapter introduces the study of sport in society as an academic discipline. Later chapters cover amateurism in sport, sports and politics, and the role of media in

Camping Grounds

Camping Grounds PDF Author: Phoebe S.K. Young
Publisher: Oxford University Press
ISBN: 0190093579
Category : History
Languages : en
Pages : 433

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Book Description
An exploration of the hidden history of camping in American life that connects a familiar recreational pastime to camps for functional needs and political purposes. Camping appears to be a simple proposition, a time-honored way of getting away from it all. Pack up the car and hit the road in search of a shady spot in the great outdoors. For a modest fee, reserve the basic infrastructure--a picnic table, a parking spot, and a place to build a fire. Pitch the tent and unroll the sleeping bags. Sit under the stars with friends or family and roast some marshmallows. This book reveals that, for all its appeal, the simplicity of camping is deceptive, its history and meanings far from obvious. Why do some Americans find pleasure in sleeping outside, particularly when so many others, past and present, have had to do so for reasons other than recreation? Never only a vacation choice, camping has been something people do out of dire necessity and as a tactic of political protest. Yet the dominant interpretation of camping as a modern recreational ideal has obscured the connections to these other roles. A closer look at the history of camping since the Civil War reveals a deeper significance of this American tradition and its links to core beliefs about nature and national belonging. Camping Grounds rediscovers unexpected and interwoven histories of sleeping outside. It uses extensive research to trace surprising links between veterans, tramps, John Muir, African American freedpeople, Indian communities, and early leisure campers in the nineteenth century; tin-can tourists, federal campground designers, Depression-era transients, family campers, backpacking enthusiasts, and political activists in the twentieth century; and the crisis of the unsheltered and the tent-based Occupy Movement in the twenty-first. These entwined stories show how Americans camp to claim a place in the American republic and why the outdoors is critical to how we relate to nature, the nation, and each other.