Engineering and Management of Data Science, Analytics, and AI/ML Projects: Foundations, Models, Frameworks, Architectures, Standards, Processes, Practices, Platforms and Tools for Small and Big Data

Hardback Published on: 17/12/2025
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Synopsis

This book presents a dual perspective on modern research and praxis on Data Science, Analytics, and AI/Machine Learning (DSA-AI/ML) system with small or big data. Consequently, potential readers-academics, researchers and practitioners interested in the systematic development and implementation of DSA-AI/ML systems-can be benefited with the high-quality conceptual and empirical research chapters focused on:

  • Foundations, Development Platforms, and Tools on Engineering and Management of DSA-AI/ML Projects:

    • DSA-AI/ML reference architectures.

    • Data visualization principles for DSA-AI/ML.

    • Federated Learning in large-scale DSA-AI/ML systems.

  • Achievements, Challenges, Trends, and Future Research Directions on DSA-AI/ML Projects:

    • Large multimodal model-based simulation game for DSA-AI/ML systems.

    • Value stream analysis and design applied to DSA-AI/ML systems.

    • Quality management 4.0 and AI for DSA-AI/ML systems.

Hence, this research-oriented co-edited book contributes to achieve the systematic development and implementation of Data Science, Analytics, and AI/ML systems.

Publisher information

  • Publisher: Springer Nature Switzerland
  • ISBN: 9783032068880
  • Number of pages: 139
  • Dimensions: 235 x 155 x 235 mm
  • Weight: 350g
  • Languages: English