Bengaluru, Karnataka, India
Top Impactor 2024
Spot awards 2024, 2023 and 2022
Transforming Businesses with AI & Data
Worked as an accomplished leader and builder, specializing in leveraging advanced data analytics and AI to create strategic solutions that drive business transformation. Led diverse, cross-functional teams to develop innovative systems that boost efficiency and profitability, from demand forecasting to root cause analysis.
At Converge Consumer, I led a 12-member team to deliver Demand Brain, a custom-featured forecasting engine that boosted accuracy by 15%, directly optimizing marketing, pricing, and promotional activities. I engineered a PySpark pipeline and a Feature Factory using Kubeflow and Feast to automate feature engineering, slashing analysis time by over 90% and development time by 75%.
As part of the Smart Factory initiative, I developed a chat-based Generative AI multi-agent system for root cause analysis in manufacturing. This system, using a RAG framework, diagnosed faults by analyzing sensor data and manuals via a knowledge graph, accelerating identification by 80% and automating ServiceNow ticketing. Through A/B testing, DeepEval, and Pairwise Preference Testing, I improved the LLM's response approval rate by 42%.
During my work with Google, I built Cymbal Labs, a cloud-based enterprise search solution using LangChain, Vertex AI, and Search API, showcased at Google Cloud Next ’23. I optimized the system’s performance by reducing latency from 6.0s to 2.2s and introduced a converse mode with Redis-backed session memory for persistent, multi-turn interactions.
My passion is turning complex data and AI challenges into tangible business advantages, focusing on technical excellence that delivers measurable impact.