AI Development
Autor Eva-Marie Muller-Stuleren Limba Engleză Hardback – 30 mar 2027
AI Development by Eva-Marie Muller-Stuler is a practical guide for data, product and technology leaders responsible for turning AI ambition into real-world outcomes. Covering the complete AI lifecycle from strategy and team design to deployment and governance, it provides the frameworks and technical foundations needed to develop AI products that are effective, responsible and aligned with business goals.
Designed for leaders implementing AI at scale, this book helps you move beyond experimentation and hype to build AI solutions that solve genuine business challenges while meeting regulatory and operational requirements.
You will learn how to:
- Define AI use cases that address real business needs
- Build teams, processes and governance for AI delivery
- Develop, test and deploy AI with confidence
- Manage risk, compliance, security and transparency
- Monitor performance throughout the AI lifecycle
AI Development combines responsible AI principles with the practical disciplines required for successful implementation. It explores areas such as MLOps, ModelOps, AIOps, DevSecOps and cybersecurity, giving you a complete framework for delivering AI that creates lasting impact. Whether you are launching your first AI initiative or scaling enterprise-wide adoption, this book provides the tools, processes and leadership guidance needed to develop trusted AI systems that deliver results.
Themes include: AI development, AI governance, AI security, MLOps, ModelOps, risk management, DevSecOps, data architecture, AI strategy
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Specificații
ISBN-13: 9781398617605
ISBN-10: 1398617601
Pagini: 304
Dimensiuni: 156 x 234 x 15 mm
Editura: Kogan Page
ISBN-10: 1398617601
Pagini: 304
Dimensiuni: 156 x 234 x 15 mm
Editura: Kogan Page
Notă biografică
Eva-Marie Muller-Stuler has been recognized as one of the world's best data scientists and as one of the top 10 most influential women in technology. She was previously Partner and Leader of the Data & AI practice for EY MENA, the CTO for AI at IBM Middle East & Africa and Chief Data Scientist at KPMG London. She is a highly regarded technical AI thought leader and conference speaker who brings real-world production experience grounded in deep technical expertise and board-level credibility. She is based in Dubai, UAE.
Cuprins
- Chapter - 01: Introduction- What is AI product development;
- Chapter - 02: Overview of ethical and responsible AI requirements;
- Chapter - 03: How to assess the problem;
- Chapter - 04: Risk management and mitigation;
- Chapter - 05: Data management;
- Chapter - 06: Team structure and processes;
- Chapter - 07: Development for deployment;
- Chapter - 08: Monitoring;
- Chapter - 09: AI governance and compliance;
- Chapter - 10: Maintaining for the future
Descriere
Grasp how to deliver fully deployed and scalable, trusted and responsible AI and avoid expensive failed solutions and limited proof-of-concepts with this practical guide covering the lifecyle process of AI product development.