Introduction to Data Governance for Machine Learning Systems: Fundamental Principles, Critical Practices, and Future Trends

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2024

A. Nandan PrasadIntroduction to Data Governance for Machine Learning Systemshttps://doi.org/10.1007/979-8-8688-1023-7_2

2. Establishing a Data Governance Framework

Aditya Nandan Prasad¹  

(1)

Bangalore, Karnataka, India

 

In today’s data-driven landscape, where machine learning (ML) initiatives are becoming increasingly prevalent, organizations must implement robust data governance frameworks to ensure the responsible and effective use of their data assets. A comprehensive data governance framework provides the necessary structure, policies, processes, and tools to manage data throughout its lifecycle, enabling organizations to leverage the full potential of ...