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MLOps

mlops

Career Bridge· 4 min read
Building Industry-Ready AI Models, A Product Manager’s Guide to AI Governance

Product Managers are no longer just optimizing model performance - we are accountable for model integrity. We explore how to build governance as a first-class product features. From fairness audits to DLP-based redaction and drift monitoring operationalize responsible AI principles and mitigate bias

Career Bridge· 3 min read
A Product Manager’s Guide to bringing out the "Good" in AI Models

As AI adoption accelerates, one question comes up repeatedly: What makes an AI model truly good? As a Product Manager advising teams on Google Cloud’s Vertex AI and other platforms, my role is to define, measure, and operationalize "goodness". A step to move from MLOps to BehaviorOps.