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A collection of 7 posts

Building Industry-Ready AI Models, A Product Manager’s Guide to AI Governance

AI/ML Product Manager Featured

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

Building Human-Aligned AI Products with RLHF - A Product Managers Guide

AI/ML Product Manager Featured

Building Human-Aligned AI Products with RLHF - A Product Managers Guide

As AI models become more powerful, aligning their behavior with human values is no longer optional -it's a necessity. This guide breaks down how Product Managers can deploy Reinforcement Learning from Human Feedback (RLHF) using Vertex AI. Structure human-in-the-loop pipelines & train reward models.

ML Solution Architect's Career Bridge for Future in AI

AI/ML Solutions Architect

ML Solution Architect's Career Bridge for Future in AI

ML Solution Architect - a key player in the future of enterprise AI. This blog will walk you through the role, required capabilities, tools to master, and how to prepare - whether you have 1 hour or 4 weeks.

ML Product Manager's Career Bridge for Future in AI

AI/ML Product Manager

ML Product Manager's Career Bridge for Future in AI

The role of the Machine Learning Product Manager (ML PM) is quickly becoming mission-critical. But How do you break into this specialized role? what should you focus on to prepare? This article serves as your career bridge - a practical guide to help you step confidently into the ML product world.

ML Engineer's Career Bridge for Future in AI

ML Engineer's Career Bridge for Future in AI

The Machine Learning Engineer (MLE) stands at the forefront of technological evolution. From powering recommendation engines to deploying smart assistants and real-time fraud detection systems. But what makes a successful ML Engineer today - and more importantly, tomorrow?

ML Architect's Career Bridge for Future in AI

AI/ML Technical Architect

ML Architect's Career Bridge for Future in AI

As artificial intelligence becomes the backbone of modern enterprises, the role of the Machine Learning (ML) Architect is emerging. If you’re ready to move beyond model training and into designing scalable ML platforms - this career bridge is your path forward.

Bringing out the "Good" in AI !!

AI/ML Product Manager Featured

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.