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Python for Everybody: Exploring Data Using Python 3
Charles Severance · Charles Severance · 2016
I never seemed to find the perfect data-oriented Python book for my course, so I set out to write just such a book. Luckily at a faculty meeting three weeks before I was about to start my new book from scratch over the holiday break, Dr. Atul Prakash showed me the Think Python book which he had used to teach his Python course that semester. It is a well-written Computer Science text with a focus on short, direct explanations and ease of learning.The overall book structure has been changed to get to doing data analysis problems as quickly as possible and have a series of running examples and exercises about data analysis from the very beginning. Chapters 2–10 are similar to the Think Python book, but there have been major changes. Number-oriented examples and exercises have been replaced with data- oriented exercises. Topics are presented in the order needed to build increasingly sophisticated data analysis solutions. Some topics like try and except are pulled forward and presented as part of the chapter on conditionals. Functions are given very light treatment until they are needed to handle program complexity rather than introduced as an early lesson in abstraction. Nearly all user-defined functions have been removed from the example code and exercises outside of Chapter 4. The word “recursion”1 does not appear in the book at all. In chapters 1 and 11–16, all of the material is brand new, focusing on real-world uses and simple examples of Python for data analysis including regular expressions for searching and parsing, automating tasks on your computer, retrieving data across the network, scraping web pages for data, object-oriented programming, using web services, parsing XML and JSON data, creating and using databases using Structured Query Language, and visualizing data. The ultimate goal of all of these changes is a shift from a Computer Science to an Informatics focus is to only include topics into a first technology class that can be useful even if one choose
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Think Complexity: Exploring Complexity Science with Python
Allen Downey · Green Tea Press · 2018
Complexity science uses computation to explore the physical and social sciences. In Think Complexity, you'll use graphs, cellular automata, and agent-based models to study topics in physics, biology, and economics. Whether you're an intermediate-level Python programmer or a student of computational modeling, you'll delve into examples of complex systems through a series of worked examples, exercises, case studies, and easy-to-understand explanations. In this updated second edition, you will: Work with NumPy arrays and SciPy methods, including basic signal processing and Fast Fourier Transform Study abstract models of complex physical systems, including power laws, fractals and pink noise, and Turing machines Get Jupyter notebooks filled with starter code and solutions to help you re-implement and extend original experiments in complexity; and models of computation like Turmites, Turing machines, and cellular automata Explore the philosophy of science, including the nature of scientific laws, theory choice, and realism and instrumentalism Ideal as a text for a course on computational modeling in Python, Think Complexity also helps self-learners gain valuable experience with topics and ideas they might not encounter otherwise.
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Think Bayes: Bayesian Statistics Made Simple
Allen Downey · Green Tea Press · 2012
Think Bayes is an introduction to Bayesian statistics using computational methods. The premise of this book, and the other books in the Think X series, is that if you know how to program, you can use that skill to learn other topics. Most books on Bayesian statistics use mathematical notation and present ideas in terms of mathematical concepts like calculus. This book uses Python code instead of math, and discrete approximations instead of continuous mathematics. As a result, what would be an integral in a math book becomes a summation, and most operations on probability distributions are simple loops. I think this presentation is easier to understand, at least for people with programming skills. It is also more general, because when we make modeling decisions, we can choose the most appropriate model without worrying too much about whether the model lends itself to conventional analysis. Also, it provides a smooth development path from simple examples to real-world problems.
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Think Java: How To Think Like a Computer Scientist
Chris Mayfield; Allen Downey · Green Tea Press · 2020
Think Java is a hands-on introduction to computer science and programming used by many universities and high schools around the world. Its conciseness, emphasis on vocabulary, and informal tone make it particularly appealing for readers with little or no experience. The book starts with the most basic programming concepts and gradually works its way to advanced object-oriented techniques. In this fully updated and expanded edition, authors Allen Downey and Chris Mayfield introduce programming as a means for solving interesting problems. Each chapter presents material for one week of a college course and includes exercises to help you practice what you’ve learned. Along the way, you’ll see nearly every topic required for the AP Computer Science A exam and Java SE Programmer I certification.
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Introduction to the Modeling and Analysis of Complex Systems
Hiroki Sayama · Open SUNY · 2015
Introduction to the Modeling and Analysis of Complex Systems introduces students to mathematical/computational modeling and analysis developed in the emerging interdisciplinary field of Complex Systems Science. Complex systems are systems made of a large number of microscopic components interacting with each other in nontrivial ways. Many real-world systems can be understood as complex systems, where critically important information resides in the relationships between the parts and not necessarily within the parts themselves. This textbook offers an accessible yet technically-oriented introduction to the modeling and analysis of complex systems. The topics covered include: fundamentals of modeling, basics of dynamical systems, discrete-time models, continuous-time models, bifurcations, chaos, cellular automata, continuous field models, static networks, dynamic networks, and agent-based models. Most of these topics are discussed in two chapters, one focusing on computational modeling and the other on mathematical analysis. This unique approach provides a comprehensive view of related concepts and techniques, and allows readers and instructors to flexibly choose relevant materials based on their objectives and needs. Python sample codes are provided for each modeling example.
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Essentials of Geographic Information Systems
Jonathan Campbell; MIchael Shin · Saylor Foundation · 2011
Essentials of Geographic Information Systems integrates key concepts behind the technology with practical concerns and real-world applications. Recognizing that many potential GIS users are nonspecialists or may only need a few maps, this book is designed to be accessible, pragmatic, and concise. Essentials of Geographic Information Systems also illustrates how GIS is used to ask questions, inform choices, and guide policy. From the melting of the polar ice caps to privacy issues associated with mapping, this book provides a gentle, yet substantive, introduction to the use and application of digital maps, mapping, and GIS. In today's world, learning involves knowing how and where to search for information. In some respects, knowing where to look for answers and information is arguably just as important as the knowledge itself. Because Essentials of Geographic Information Systems is concise, focused, and directed, readers are encouraged to search for supplementary information and to follow up on specific topics of interest on their own when necessary. Essentials of Geographic Information Systems provides the foundations for learning GIS, but readers are encouraged to construct their own individual frameworks of GIS knowledge. The benefits of this approach are two-fold. First, it promotes active learning through research. Second, it facilitates flexible and selective learning—that is, what is learned is a function of individual needs and interest. Since GIS and related geospatial and navigation technology change so rapidly, a flexible and dynamic text is necessary in order to stay current and relevant. Though essential concepts in GIS tend to remain constant, the situations, applications, and examples of GIS are fluid and dynamic. Though this book is intended for use in introductory GIS courses, Essentials of Geographic Information Systems will also appeal to the large number of certificate, professional, extension, and online programs in GIS that are available today.
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Adaptive Apparel Design
Ellen McKinney; Rachel Eike · Iowa State University Digital Press · 2023
This instructional text and designer resources have been prepared to support those learning about adaptive apparel design. The text is easy for students, scholars, and designers to use, and is organized around the apparel design process: research, sketching, developing a sample notebook, mood or inspiration board, pattern work, first sample, and the completed ensemble. Users can read from beginning to end or jump into resources related to their current phase of design.
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Strategic Management and Case Analysis: An Integrated Approach
Lori Anderson; Dirk Buengel; Joseph Simpson · Virginia Tech Publishing · 2025
Strategic Management and Case Analysis: An Integrated Approach is intended for students in undergraduate business programs taking a course in strategic management. Because strategic management synthesizes many business topics and takes a holistic view of business, strategic management courses are often senior-level capstone courses. Most undergraduate business school students begin their business education with a broad introductory business course and then concentrate on courses in their major. Then they return to a broader lens of business to cap off their business education at a higher-level of learning. This textbook supports this level of comprehensive learning. If used with a senior-level capstone course, this textbook supports seniors to synthesize their business education through the lens of strategic management and helps them understand how businesses become successful by leveraging their competitive advantage. This textbook integrates strategic management and case analysis, with cases linked from an open access collection of business strategy cases, RMIT Strategic Management Case Studies. Students will get the most out of this textbook if it is used with cases that students analyze. Strategic Management and Case Analysis: An Integrated Approach, integrates strategic management as a research-led field of study and practice-informed area of business practice with an experiential learning approach to conducting a case analysis. The book explains how strategic leaders and managers analyze their firm’s organizational performance, and external and internal environments; formulate corporate level and business level strategy, and innovation, sustainability and ethics, technology, and multinational strategy, which are embedded in business level strategies; and implement strategy across an organization. Students are in an active and engaged role with the subject and practice of strategic management as they apply the theories, concepts, and analytical frameworks and t
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Management Communication: Strategic Insights and Practical Skills for Modern Business Communication Leaders
Elizabeth Dixon; Lisa Thomas · The Marriott School at Brigham Young University · 2025
This comprehensive resource covers the full spectrum of business communication: personal branding and employment communication, communicating with generative AI, navigating the writing process, developing information and data literacy skills, professionally formatting documents and presentation media, giving and receiving feedback, delivering difficult messages, communicating collaboratively, and delivering world-class business presentations. Focusing on practical application to real-world scenarios, the content prepares future business leaders to clearly, concisely, concretely, and confidently communicate with diverse audiences. This textbook is an indispensable guide for those seeking to master the art of business communication. For any questions or suggestions, please contact BYUMCOM@byu.edu
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Gateway to Business Analytics with Microsoft Excel®
Humberto Barreto · PALNI · 2025
Business analytics is a new, expanding subfield with fuzzy edges that overlap into a variety of other established disciplines, including economics, econometrics, computer science, data science, finance, statistics, mathematics, and even psychology. Business analytics includes such traditional techniques as regression and data visualization, but also newer methods such as web scraping, big data, machine learning, and artificial intelligence. Its key distinguishing feature is using data to make and communicate business decisions. This textbook utilizes Microsoft Excel to present a mix of topics appropriate to an undergraduate level introduction to business analytics course with an engaging delivery style.
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Fashion and Apparel Consumer Behavior
Andrea Niosi; Doreen Chung · Iowa State University Digital Press · 2025
This open textbook was designed for students studying apparel and fashion studies at an undergraduate level. It draws on the fields of marketing, business, communications, media studies, psychology, sociology, and anthropology. The book invites readers to examine the internal forces that shape consumer decision making, such as perceptions, motivations, personality, and attitudes as well as the external ones, such as social and situational influences, culture, and subcultures, especially those related to our appearances and clothing. This text centers the lived experiences of today’s consumers, specifically, undergraduate students. Following the original author, Andrea Niosi, the adapting author has also made efforts to decenter whiteness and dominant culture perspectives wherever possible to ensure a broader and more accurate representation of diverse consumers.
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Introduction to Speech Communication
Sarah E. Hollingsworth; Megan Linsenmeyer; Terrisa Elwood; Sasha Hanrahan · Oklahoma State University · 2021
Introduction to Speech Communication is used to support teaching, learning and research for SPCH 2713 at Oklahoma State University (OSU). In addition to inclusion of original work authored by the editors to meet the needs of their course at OSU, the editors adapted portions of Exploring Public Speaking: 4th Edition, Stand Up, Speak Out, and Fundamentals of Public Speaking. Please see the Acknowledgements chapter for full citations. We at Oklahoma State University Libraries acknowledge our gratitude for the expertise and generosity of the scholars at Affordable Learning Georgia, College of the Canyons, the Open Education Network and elsewhere for creating and sharing customizable versions of their work. This book also includes an audio version funded by Women for OSU, as well as updated images enabled by a grant from the Oklahoma State Regents for Higher Education.
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Creating a circular healthcare economy: Sustainable strategies for a circular healthcare
Bart van Straten; Letizia Alvino; Tim Horeman · TU Delft Open · 2023
Our world is the only planet, as far as we know, which harbors life. The number of humans on our planet has grown tremendously in recent centuries. In 1800 one billion humans occupied our earth; on 15 November 2022, this number reached 8 billion. A result of this growth, the emissions of carbon dioxide (CO2), the primary greenhouse gas emitted by human activities, drastically increased. The increased concentrations of greenhouse gases in our atmosphere foster the long-term increase of our earth’s temperatures, also referred to as global warming. While the earth’s population grew, so did our mass consumption society. After the Second World War humanity witnessed gigantic global economic development with great technological improvements. Computers, laptops, airplanes, tablets and Internet of Things connected humans all over the world. The hunger for plastics and steel grew as all products had to be manufactured in ever-increasing volumes. As the economy developed, our consumption grew apace. The healthcare sector has seen the same increase of consumption. The number of patients grew, and so did the number of single-use medical products. As products become more complex and more different materials were combined., recycling became more difficult. Thus, hospitals transformed into waste factories with ever-growing waste streams. The consumption of (disposable) medical devices takes up scarce raw materials and contributes to the growing CO2 emissions. In this book, Van Straten, Alvino and Horeman present their findings on how to create a sustainable healthcare economy by introducing different circular strategies. In 9 chapters, they present a wide variation of studies as practical cases to show what strategies and actions can be taken in order to implement sustainable strategies for a circular healthcare. This book was written in line with the courses the authors developed at TU Extension School, the open online education edX platform of Delft University of Technology/TU D
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Advanced Macroeconomics: An Easy Guide
Filipe Campante; Federico Sturzenegger; Andrés Velasco · LSE Press · 2021
Macroeconomic policy is one of the most important policy domains, and the tools of macroeconomics are among the most valuable for policy makers. Yet there has been, up to now, a wide gulf between the level at which macroeconomics is taught at the undergraduate level and the level at which it is practiced. At the same time, doctoral-level textbooks are usually not targeted at a policy audience, making advanced macroeconomics less accessible to current and aspiring practitioners. This book, born out of the Masters course the authors taught for many years at the Harvard Kennedy School, fills this gap. It introduces the tools of dynamic optimization in the context of economic growth, and then applies them to a wide range of policy questions – ranging from pensions, consumption, investment and finance, to the most recent developments in fiscal and monetary policy. It does so with the requisite rigor, but also with a light touch, and an unyielding focus on their application to policy-making, as befits the authors’ own practical experience. Advanced Macroeconomics: An Easy Guide is bound to become a great resource for graduate and advanced undergraduate students, and practitioners alike.
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Liquidity, Markets and Trading in Action
Deniz Ozenbas ; Michael Pagano; Robert Schwartz ; Bruce Weber · Springer · 2022
This open access book addresses four standard business school subjects: microeconomics, macroeconomics, finance and information systems as they relate to trading, liquidity, and market structure. It provides a detailed examination of the impact of trading costs and other impediments of trading that the authors call “frictions”. It also presents an interactive simulation model of equity market trading, TraderEx, that enables students to implement trading decisions in different market scenarios and structures. Addressing these topics shines a bright light on how a real-world financial market operates, and the simulation provides students with an experiential learning opportunity that is informative and fun. Each of the chapters is designed so that it can be used as a stand-alone module in an existing economics, finance, or information science course. Instructor resources such as discussion questions, Powerpoint slides and TraderEx exercises are available online.
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The Business Ethics Workshop
James Brusseau · Saylor Foundation · 2012
Ethics is about determining value; it's deciding what's worth doing and what doesn't matter so much.Business ethics is the way we decide what kind of career to pursue, what choices we make on the job,which companies we want to work with, and what kind of economic world we want to live in and thenleave behind for those coming after. There are no perfect answers to these questions, but there's adifference between thinking them through and winging it. The Business Ethics Workshop provides aframework for identifying, analyzing, and resolving ethical dilemmas encountered through working life.
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The Sustainable Business Case Book
Ross Gittell; Matt Magnusson; Michael Merenda · Saylor Foundation · 2012
The issue of sustainability and specifically sustainable business is of increasing interest and importance to students of business and also students in the sciences, government, public policy, planning and other fields. There can be significant benefits from students learning about sustainable business from the rich experiences of business practice. The Sustainable Business Case Book by Gittell, Magnusson and Merenda is one of the first of its kind. It combines the the theory of sustainability with key concepts, analytical information and contextual information with a collection of cases which provide insights, perspective and practical guidance on how sustainable businesses operate from different business functional area perspectives. The Sustainable Business Case Book can be used as a stand-alone text or as a supplemental textbook for undergraduate courses that have an interest in sustainable business. While the book's primary focus is on the relationship between business and sustainability, the book can also be used in courses offered in fields other than business, including environmental and earth systems sciences, environmental studies, urban planning, economics and public policy. The first part of The Sustainable Business Case Book, Chapter 1 through Chapter 3, introduces students to the meaning of sustainability, and the practice of sustainable business. The introductory chapters also describe key concepts, analytical frameworks, and contextual information relevant for the understanding of business sustainability. Chapter 1, defines sustainability and describes how and why businesses choose to engage in sustainable practices and how sustainable business practices relate to corporate profitability and social responsibility. Chapters 2 and 3 provide important background and contextual information affecting sustainable business practice. Chapter 2, The Science of Sustainability, reviews scientific evidence about climate change and the human and business influenc
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Building Strategy and Performance
Kim Warren · Saylor Foundation · 2012
This book uses a balanced blend of frameworks and illustrations to teach you how to tackle the challenge of driving performance into the future. Kim Warren takes special care with this new textbook, Building Strategy and Performance, to ensure that it delivers instruction on how to deliver strategy powerfully over a sustained period of time. This book helps you to show your students where the levers are that they can control and how to choose what to do, when, and how much to achieve their specific goals. This book effectively outlines the dynamics of strategy, how one drives performance - past, today and into the future. It shows what causes performance to improve or deteriorate and what your students can do to change this trajectory for the better. But don't take our word for it, review the book now to see if it can help you to deliver the kind of tactical strategy course you desire for your students.
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Contract Doctrine, Theory & Practice
J.H. Verkerke · CALI's eLangdell® Press · 2014
This is the first in a series of Contracts casebooks. It was originally titled "Collaborative Teaching Materials for Contracts." The first semester of law school is mostly about learning to speak a new legal language (but emphatically not “legalese”), to formulate and evaluate legal arguments, to become comfortable with the distinctive style of legal analysis. We could teach these skills using almost any legal topic. But we begin the first-year curriculum with subjects that pervade the entire field of law. Contract principles have a long history and they form a significant part of the way that lawyers think about many legal problems. As you will discover when you study insurance law, employment law, family law, and dozens of other practice areas, your knowledge of contract doctrine and theory will be invaluable.
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Contract Doctrine, Theory & Practice
J.H. Verkerke · CALI's eLangdell® Press · 2012
This is Volume 2 in a three volume series written for Contracts Law. Its orginal title was "Collaborative Teaching Materials for Contracts." The first semester of law school is mostly about learning to speak a new legal language (but emphatically not “legalese”), to formulate and evaluate legal arguments, to become comfortable with the distinctive style of legal analysis. We could teach these skills using almost any legal topic. But we begin the first-year curriculum with subjects that pervade the entire field of law. Contract principles have a long history and they form a significant part of the way that lawyers think about many legal problems. As you will discover when you study insurance law, employment law, family law, and dozens of other practice areas, your knowledge of contract doctrine and theory will be invaluable.