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Lee H: Business Analytics and Artificial
Intelligence

Business Analytics and Artificial Intelligence

An Advanced Guide to Data-Driven Decision Making

Part I. Business analytics, machine learning, and artificial intelligence (AI).- AI and machine learning: The foundations of modern business analytics.- Data visualization.- The limitations and ethical issues of AI.- Gradient descent: The foundation of machine learning optimization.- Model evaluation.- Part II. Supervised Learning.- Linear regression.- Regularization.- Logistic regression.- Support vector machines (SVMs).- K-Nearest neighbors (KNNs).- Tree-based methods.- Part III. Unsupervised Learning.- Clustering analysis.- Dimensionality reduction.- Foundations of Deep Learning.- Vision Models.- Sequence and Attention Models.- Autoencoders and Representation Learning.- Classic Generative Models: VAEs and GANs.- Modern Generative Models: Diffusion Models and Foundation Models.- Part V. Text Mining and Natural Language Processing.- Text Pre-processing and Data Quality.- Embeddings and Similarity.- Topic Modeling and Theme Discovery.- Sentiment and Text Classification.- Transformer and Large Language Models.- Retrieval-Augmented Text Mining.- Appendix.- Google Colab.- Python basics.- SQL for Business Analytics.- NoSQL and Document-Oriented Databases.

Business today remains tethered to a paradigm that is long out of date. This mindset assumes that universal answers exist: businesses can simply apply compartmentalized operations and follow linear paths to success. Experienced managers know business doesn't work this way. Where should they turn? In this groundbreaking book, Doug Garnett shows how complexity science reveals a new understanding of how business works that is as useful on the front lines as in the C-suite. This discipline--the study of behaviors in highly interconnected, adapting systems dominated by emergence--is revolutionizing fields from biology and economics to psychology and artificial intelligence. Recognizing a business as a complex adaptive system operating within other complex systems changes our perspective on everything from core concepts of demand, profit, and strategy to the nature of business success. Managers who grasp the order hidden within complexity discover not only a powerful new understanding of their role but also potential for dramatic contributions to success. The Complexity Paradigm features vivid examples ranging from local coffee shops to major corporations like PepsiCo, Boeing, Mattel, Starbucks, and General Motors as well as tech giants such as Apple and AT&amp;T. Grounding eye-opening theory in the realities of business, this foundational look at complexity offers deep insight and value for practitioners and students alike.

Using Systems Science to Drive Business Success

The Complexity Paradigm

How to Survive and Monetize Volatility in the World That Won't Settle Down

The Reinvention Advantage

Grow your brand with smart, psychology-driven marketing strategies Marketing is how you reach the right people with the right message at the right time. But with AI, social media, and digital channels constantly evolving, keeping up can feel like a full-time job. Marketing For Dummies gives you a friendly, accessible roadmap for attracting, engaging, and retaining customers using strategies rooted in real buyer psychology and paired with the tools that matter most right now. You'll get the hang of blending human insight with AI-powered tools for smarter segmentation, creative development, and search optimization, including Generative Engine Optimization. Discover how CRM platforms and personalized messaging can strengthen customer relationships, and explore updated tactics for social media, influencer partnerships, email, and digital advertising that reflect how people actually discover brands today. Inside this book: <ul> <li>Learn how AI fits into your marketing workflow, including its scope, risks, and best practices for brand safety</li> <li>Build dynamic budgets, measure KPIs, and pivot quickly so you avoid wasted spend on campaigns that aren't working</li> <li>Explore psychology and behavior-science techniques that deepen customer understanding and improve loyalty and referrals</li> <li>Create acquisition and retention strategies using account-based marketing, content personalization, and community-driven approaches</li> <li>Master search marketing across GEO, SEO, and Google Ads to boost your brand's discoverability in an AI-driven landscape</li> </ul> Whether you're a small business owner, entrepreneur, student, or career-switcher looking to sharpen your marketing skills, this Dummies guide makes it easy to connect with customers and grow with purpose. Time to get your marketing moving!

Marketing For Dummies

Healthcare strategy tends to be a "black box" affair, shrouded in mystery by consulting firms or in foggy recollection from a long-ago college text. Dawn Carter believes it doesn't have to be that way. Based on more than 30 years' experience as a healthcare strategist, she has written a straightforward, consistently practical handbook for practitioners of every kind: seasoned executives, emerging leaders, board members, and students alike.That book is Strategic Planning for Healthcare: How to Implement a LIVING Strategy. Rather than abstract theory or academic jargon, it is a step-by-step guide for anyone who wants to understand how a winning strategy evolves and how it creates positive change. Filled with anecdotes from real-world engagements, the book also introduces Great Health System, a hypothetical organization whose strategy takes shape across every chapter, tying the entire process together.The LIVING framework - built around six essential elements of strategy formation and execution - gives practitioners at every level a shared language and a clear path forward. At the same time, the book is focused on why-to as much as how-to. Carter's conviction is that strategy isn't a chore or a compliance exercise. Done right, it is the beating heart that keeps healthcare organizations moving forward in an increasingly difficult environment.With fresh analogies in every chapter drawn from art, history, engineering, and beyond, LIVING Strategy makes the unfamiliar immediately recognizable and keeps the pages turning.For readers who enjoyed If Disney Ran Your Hospital or Hardwiring Excellence, this is the book on healthcare strategy that you've been waiting for.

How to Implement a LIVING Strategy

Strategic Planning for Healthcare

The Bank of the Future

When an AI initiative dies, the machine takes the blame. It's almost always the wrong suspect. Every executive who has quietly shelved an AI project has the same explanation ready: the model underperformed, the vendor oversold, the technology "wasn't there yet." In Prevail: What Leaders Must Do Now That Machines Can't Manage, Dr. Tim Bottke argues that this story is a convenient way to avoid the real culprit - a chain of management decisions made long before anyone trained a model. The bug isn't in the technology. It's in us. Bottke turns two decades of decision data into a working diagnostic. PREVAIL starts at the ground floor, where leaders reach for the tool before they've named the problem, and moves up through data, experimentation, ownership, measurement, funding, and governance. The uncomfortable finding is that the damage concentrates on the ground floor and compounds as management builds on those decisions.&nbsp; Readers will discover: <ul> <li>Why AI initiatives fail and how to course correct before the budget is committed</li> <li>Chapter checklists that allow for a working audit</li> <li>Action lists for the operator fixing a rollout, the executive shaping a portfolio, and the board member or investor stress-testing a proposal</li> <li>The one question that predicts success better than anything: what problem does this solve?</li> <li>Composite case studies based on public filings that show each failure pattern in the wild, and the fix that would have caught it</li> <li>A shared vocabulary for boards, investors, and operators to pressure-test any AI proposal</li> <li>What the market actually does when companies admit an AI failure&nbsp;</li> </ul> &nbsp; Prevail is written for those who need something firmer than hype to judge what's in front of them.&nbsp;

What Leaders Must Do Because Machines Can't Manage

Prevail

Passionately Transforming Management

"What an interesting agenda for this meeting." "Sustainability is a priority for our company." "We care deeply about our customers." Let's face it: We all lie. Sometimes to save face, to get out of a scrape or to protect someone's feelings, and sometimes for more malicious reasons. Generally, however, we only expect people to lie under certain circumstances, and we expect our professional environments to be beacons of truthful and honest behaviour. Deceit, untruth and disinformation have become part and parcel of the everyday political agenda. World leaders and business magnates unabashedly lie and peddle misinformation, from climate change denialism to anti-vaccine propaganda. In Passionately Transforming Management with Lies, Professor Johan Alvehus recognizes that such things are not only going on at the grand political stage - instead arguing that the utility of lies, deception and manipulation can provide key lessons for anyone interested in leadership. The author delves into differing philosophical perspectives on the morality of lying, before examining the various ways in which falsehoods find their way into our modern workplaces. Ultimately, we must begin re-assessing our professional hierarchies with a new clarity by rejecting the notion of a leader as a morally superior concept automatically deserving of adulation. We need to recognize that lies and manipulation are fundamental elements of accomplishing things in organizations. Even before working life starts, its truthfulness is dubious - who doesn't polish their CV to give a better impression? Bypassing formal structures, ensuring certain people are left out of decision processes, spreading non-factual 'visions' and lying to keep one's position safe are all essential for the accomplished manager. Passionately Transforming Management with Lying provides students, scholars and managers with a concise and provocative guide to identifying, utilising and manipulating bullshit culture.

Passionately Transforming Management with Lies

Fashion Forecasters work with designers, apparel brands, advertisers, and media organizations, as an integral part of the rapidly changing fashion industry. With Fashion Forecasting, Sixth Edition, you will learn how to anticipate emerging trends and how to prepare and present your own fashion forecast. Chapters on different fashion eras and world cultures show you influences on fashion innovation past and present, so that you can spot those of the future. This edition includes coverage of the impact of pandemic and global supply chain disruptions on fashion forecasting, trends, and the overall fashion industry. New box features include profiles of forecasting companies and forecasting activities to help prepare students for the job market. Features and case studies have been broadened to include all new examples. New to this Edition: -All New Trend Creators profiles spotlight individuals outside the fashion industry who have been highly influential on the direction of modern fashion -Newly named chapter Street Styles demonstrates how street fashion mixes current trends and individual expression -Extended coverage of the most vital influences on new trends have been updated and belonging, fairness, and awareness is concurrent throughout -Expanded updates to chapters on "Consumers" and "Sales and Strategy," to provide specific examples to the business of fashion forecasting and are highly relevant to future fashion industry professionals STUDIO Study smarter with self-quizzes, featuring scored results, personalized study tips and updated with new keywords and concepts Review updated concepts with interactive flashcards of essential vocabulary Instructor Resources -Instructor's Guide provides suggestions for using the text in the classroom and planning the course with sample syllabi, a test bank, and supplemental assignments -PowerPoint® presentations include images from the book and provide a framework for lecture and discussion

Fashion Forecasting

Das Steuerrecht kennt eine Fülle von Fragen, die im Rahmen der Besteuerung der Einkünfte aus Kapitalvermögen und aus Spekulationsgeschäften beachtet werden müssen. Ziel dieses Buches ist es, die komplexe Thematik zum leichteren Verständnis und zur besseren Übersicht aufzuarbeiten. Systematisch werden die theoretischen Rechtsgrundlagen aufgezeigt und die gemäß höchstrichterlichen Entscheidungen sowie Verwaltungsanweisungen steuerlich zu beachtenden Probleme dargestellt. Dadurch wird die Möglichkeit eröffnet, ähnliche Fälle unter Anwendung des Rechts und der tragenden Gedanken der Rechtsprechung alleinverantwortlich zu lösen. Die gilt insbesondere hinsichtlich der sogenannten Finanzinnovationen, die in immer neuen Variationen auf den Markt drängen und steuerrechtlich beurteilt werden müssen.
 
 Für die 3. Auflage wurde das Buch vollständig überarbeitet, ergänzt und auf den aktuellen Rechtsstand gebracht. In einem neuen Kapitel wird ausführlich das Einführungsgesetz von elektronischen Wertpapieren dargelegt.
 Der Inhalt 
 Einführung&nbsp;∙&nbsp;Allgemeine Regelungen des Einkommensteuerrechts&nbsp;∙&nbsp;Geldentwertung und Nominalwertprinzip&nbsp;∙&nbsp;Zufluss von Einnahmen&nbsp;∙&nbsp;Einnahmearten des § 20 EStG&nbsp;∙&nbsp;Besondere Entgelte und Vorteile sowie die Veräußerungstatbestände im Sinne des §20 Abs. 2 EStG&nbsp;∙&nbsp;Spekulationsgeschäfte&nbsp;∙&nbsp;Werbungskosten&nbsp;∙&nbsp;Steuerabzug vom Kapitalertrag&nbsp;∙&nbsp;Besonderheiten bei beschränkter Steuerpflicht
 Der Autor Ulrich Stache
 , Diplom-Finanzwirt, war Regierungsdirektor im Hessischen Ministerium der Finanzen. Er&nbsp;ist insbesondere Autor und Mitherausgeber namhafter Kommentare und diverser Fachbücher.

Rechtsgrundlagen und Besteuerung

Kapitaleinkünfte und Spekulationsgeschäfte

Platform Supply Chains in the AI Era

Risk Management

Platform Supply Chains 5

A practical method, backed by peer-reviewed research, for reimagining work to create your most distinctive, creative, energetic, and relatable professional self.In far too many organizations, the idea of bringing your 'full self' to the job is a liability.Emotion beyond enthusiasm for the task at hand is deemed unprofessional. Personal identity must be compressed into a carefully curated bio: relatable yet inoffensive.When people are conditioned to flatten the full social and emotional complexities of themselves, spirits dull and progress stalls, in life and in the workplace.But for a growing number of people, especially younger generations, this form of workplace culture no longer works. Surveys show that fewer individuals are willing to sacrifice their time and quality of life for a career, let alone an organization. With an increased focus on purpose, meaning, and mental health, many refuse to scrub their emotions, or the full range of their identities, to keep their professional lives separate.At the same time, in more progressive settings, the encouragement to bring people's full selves to work has sometimes unleashed more authenticity and personal revelation than managers and teams know how to handle.So how do we get it right?Lively and accessible, Human Mode features vibrant stories, expert insights, evidence-based techniques, and 'ah-ha' takeaways you can use immediately.Discover how to engage your inherent superpower - being immensely human - to unlock progress, connection, and achievement in your working life.

Unlock Your Unique Edge and Transform Your World of Work

Human Mode

The old playbook is dead. We have entered an era defined by non-linear dynamics, where AI startups outpace trillion-dollar giants and a single digital token reshapes financial reality overnight. In All Swans Are Black, economic historian Dror Poleg argues that unpredictable, high-impact events are no longer the exception, but the rule. Poleg explains how the shift from tangible factories to intangible assets like software and stories has fractured the relationship between effort and reward. To navigate this chaos, he provides a practical toolkit for a world where nobody knows anything: <ul><li>Leave slack: Maintain flexibility to survive downturns while staying ready for sudden upside.</li><li>Make asymmetrical bets: Lean toward actions where the cost of failure is low but the potential reward is uncapped.</li><li>Find patterns: Stop overanalysing why things happen and start identifying the recurring patterns that actually drive results.</li><li>Stay hungry: Assume that whatever helped you get ahead today will not be enough to keep you there tomorrow.</li></ul> Blending rigorous research with his experience as a combat veteran, executive and tech founder, Poleg shows you how to stop trying to predict the future, and instead learn to start flourishing within its uncertainty.

The New Rules of Wealth, Work and Power

All Swans Are Black

Business Analytics and Artificial Intelligence

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