Ethical AI: its implications for Enterprise AI Use-cases and Governance

Explainability, Bias, Reproducibility & Accountability

Debmalya Biswas
Towards Data Science
15 min readNov 23, 2020

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Abstract. With the growing adoption of Open Source based AI/ML systems in enterprises, there is a need to ensure that AI/ML applications are responsibly trained and deployed. This effort is complicated by different governmental organizations and regulatory bodies releasing their own guidelines and policies with little to no agreement on the definition of terms, e.g. there are 20+ definitions of ‘fairness’. In this

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