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paperMay 2026Unreviewed

Transparent-by-Design AI

C. V. Suresh Babu, S. Nanda Kumar, S. Abhishek, S. Sivasridharun

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Abstract

This chapter per the authors aims to advance transparency and trust in data and AI ecosystems by examining explainability, evaluation, and continuous monitoring for classical machine learning models and large language models. The target groups include researchers, AI practitioners, policymakers, and governance professionals seeking operational and regulatory guidance. The chapter adopts a lifecycle-based analytical approach, synthesizing recent literature, governance frameworks, and prac

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Monitoring & Detection

Cite

@misc{babu2026transparentbydesign,
  title = {{Transparent-by-Design AI}},
  author = {C. V. Suresh Babu and S. Nanda Kumar and S. Abhishek and S. Sivasridharun},
  year = {2026},
  month = may,
  doi = {10.4018/979-8-3373-6761-3.ch006},
  url = {https://doi.org/10.4018/979-8-3373-6761-3.ch006}
}