More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barriers to operationalization are technical, but others are organizational. Either way, the bottom line is that models not in production can't provide business impact. This book introduces the key concepts of MLOps to help data scientists and application engineers not only operationalize ML models to drive real business change but also maintain and improve those models over time. Through lessons based on numerous MLOps applications around the world, nine experts in machine learning provide insights into the five steps of the model life cycle--Build, Preproduction, Deployment, Monitoring, and Governance--uncovering how robust MLOps processes can be infused throughout. This book helps you: Fulfill data science value by reducing friction throughout ML pipelines and workflows Refine ML models through retraining, periodic tuning, and complete remodeling to ensure long-term accuracy Design the MLOps life cycle to minimize organizational risks with models that are unbiased, fair, and explainable Operationalize ML models for pipeline deployment and for external business systems that are more complex and less standardized

Generative AI is revolutionizing the way organizations leverage technology to gain a competitive edge. However, as more companies experiment with and adopt AI systems, it becomes challenging for data and analytics professionals, AI practitioners, executives, technologists, and business leaders to look beyond the buzz and focus on the essential questions: Where should we begin? How do we initiate the process? What potential pitfalls should we be aware of? This TinyTechGuide offers valuable insights and practical recommendations on constructing a business case, calculating ROI, exploring real-life applications, and considering ethical implications. Crucially, it introduces five LLM patterns—author, retriever, extractor, agent, and experimental—to effectively implement GenAI systems within an organization. The Generative AI Practitioner’s Guide: How to Apply LLM Patterns for Enterprise Applications bridges critical knowledge gaps for business leaders and practitioners, equipping them with a comprehensive toolkit to define a business case and successfully deploy GenAI. In today’s rapidly evolving world, staying ahead of the competition requires a deep understanding of these five implementation patterns and the potential benefits and risks associated with GenAI. Designed for business leaders, tech experts, and IT teams, this book provides real-life examples and actionable insights into GenAI’s transformative impact on various industries. Empower your organization with a competitive edge in today’s marketplace using The Generative AI Practitioner’s Guide: How to Apply LLM Patterns for Enterprise Applications. Remember, it’s not the tech that’s tiny, just the book!™

An essential resource on artificial intelligence ethics for business leaders In Trustworthy AI, award-winning executive Beena Ammanath offers a practical approach for enterprise leaders to manage business risk in a world where AI is everywhere by understanding the qualities of trustworthy AI and the essential considerations for its ethical use within the organization and in the marketplace. The author draws from her extensive experience across different industries and sectors in data, analytics and AI, the latest research and case studies, and the pressing questions and concerns business leaders have about the ethics of AI. Filled with deep insights and actionable steps for enabling trust across the entire AI lifecycle, the book presents: In-depth investigations of the key characteristics of trustworthy AI, including transparency, fairness, reliability, privacy, safety, robustness, and more A close look at the potential pitfalls, challenges, and stakeholder concerns that impact trust in AI application Best practices, mechanisms, and governance considerations for embedding AI ethics in business processes and decision making Written to inform executives, managers, and other business leaders, Trustworthy AI breaks new ground as an essential resource for all organizations using AI.

The Emerald Handbook of Fintech offers a detailed, user-friendly examination of the technologies and products reshaping the financial technology industry from leading global scholars and practitioners.

Explore the TPM role in depth with this revised second edition. New coverage includes advanced program management techniques, emotional intelligence, and AI integration. Join business with technology and elevate your career. Key Features Learn advanced system design principles and architectural concepts necessary for a TPM Get up to speed with AI-driven project planning, risk management, and stakeholder communication tools Benefit from practical tools, methodologies, case studies, and real-world examples Book DescriptionThe role of the Technical Program Manager (TPM) is crucial in the tech industry, bridging the gap between technical expertise and business acumen. The second edition of the Technical Program Manager’s Handbook offers a comprehensive guide to excelling in this role. Building on the foundational concepts from the first edition, this updated version introduces new chapters that explore the integration of AI and Emotional Intelligence (EI) in program management. These crucial additions complement the broader focus of the book on bridging business and technology but don’t overshadow it. You'll learn how to apply AI-driven tools to enhance project planning, risk management, and stakeholder communication, as well as how to leverage EI to build strong team relationships and improve leadership effectiveness. This book provides practical tools, methodologies, and case studies, offering insights from industry leaders to help both aspiring and practicing TPMs apply advanced concepts and strategies effectively. It also explores the unique aspects of the TPM role in major tech companies, helping you to navigate and thrive in your career. By the end of this book, you'll have a clear understanding of the TPM role, along with a breakdown of the necessary technical and program management skills, to develop a clear roadmap for your career.What you will learn Uncover the critical importance of the TPM role in the tech industry Understand and leverage the unique aspects of the TPM role Discover what makes a successful TPM through real-world case studies Master project management with advanced technical skills and AI tools Apply EI to enhance leadership and team management Explore careers and paths for TPMs in the Big Five tech companies Who this book is for This book is designed for aspiring and established Technical Program Managers (TPMs), tech professionals transitioning into TPM roles, and recent graduates embarking on careers in technology consulting. It's also valuable for business analysts, project managers, and anyone supporting or working alongside TPMs. To fully benefit from this book, readers should have a basic understanding of the project management life cycle and be comfortable with technical concepts, as it dives into advanced topics and real-world applications.

Explore the practical realities of corporate governance in public, private, and not-for-profit environments In the newly revised third edition of The Handbook of Board Governance: A Comprehensive Guide for Public, Private and Not for Profit Board Members, award-winning professor and lawyer Dr. Richard Leblanc delivers a comprehensive overview of all relevant topics in corporate governance. Each chapter is written by a subject matter expert working in academia or industry and illuminates a different area of board governance: value creation and the strategic role of the Board, risk governance and oversight, board composition and diversity, the role of the board chair, blind spots and trendspotting in the boardroom, audit committee efficacy, and more. This latest edition contains updated coverage of a wide variety of key topics, including: Governing, auditing, and working from home, as well as conducting virtual and hybrid meetings New and necessary skillsets for directors, including contemporary environmental, social, and governance considerations for firms Diversity, equity, and inclusion issues impacting boards and firms, as well as the risks posed by corruption, organized crime, and cyber-crime An essential resource for board members and directors of organizations of all kinds, The Handbook of Board Governance is also an important source of information for managers and executives seeking greater understanding of the role of the board in the day-to-day and long-term management of a modern firm.

In his new book, Kartik Hosanagar surveys the brave new world of algorithmic decision-making and reveals the potentially dangerous biases they can give rise to as they increasingly run our lives.