product strategy , user experience, Machine Learning, trust and model performance, cross-functional leadership, Stakeholder Management, analytics ecosystems, evaluation frameworks for AI quality, AI analytics, Engineering, roadmaps, outcome-based success metrics, conversational interfaces, Generative AI, knowledge management solutions, enterprise data platforms, developer-focused products

Generative AI (RAG, Big Data Technologies (Spark/Kafka/PySpark), Distributed Cloud ML Systems, SDLC Expertise, Graph ML, Production-Grade ML Code Development