Open to opportunities

Gurumurthy Swaminathan

@gurumurthyswaminatha

Message

AI Data Science Leader building scalable, responsible enterprise AI ecosystems.

India

Message

What I'm looking for

I’m looking to lead enterprise AI transformation—building scalable Feature Stores, MLOps, and responsible GenAI/RAG systems. I want to grow an AI CoE culture of governance, ethical deployment, and measurable business impact.

I’m an AI & Data Science Leader and Principal Data Scientist with 22+ years of experience uniting data-science vision with engineering execution. I’ve built data centers of excellence, operationalized ML pipelines, and mentored global teams to deliver enterprise-scale automation.

As Senior Data Scientist / Enterprise AI Architect at Tata Consultancy Services, I lead an AI Center of Excellence driving enterprise-wide AI transformation. I architected and launched an AI-driven Feature Store for agentic initiatives, built a vector-embedding and semantic search platform using AlloyDB for RAG-based applications, and instituted AI governance standards for model drift, bias detection, versioning, and Responsible AI compliance.

Earlier, I combined deep data architecture expertise with applied machine learning engineering to modernize BI/data warehouse ecosystems and advance AI adoption through Python-based microservices, simulation models, and recommender engines. I’m known for turning complex data ecosystems into scalable, revenue-impacting AI solutions—always with an emphasis on ethical, explainable deployment.

Experience

Work history, roles, and key accomplishments

Current

Enterprise AI Architect & CoE Lead

Current

Tata Consultancy Services

Jan 2023 - Present (3 years 5 months)

Led AI Center of Excellence to drive enterprise AI transformation, architecting and launching an AI-driven feature store supporting agentic initiatives across 40+ production ML models, cutting data prep effort 35% and improving model accessibility. Built an AlloyDB vector-embedding/semantic search and RAG platform, and implemented responsible AI governance (drift/bias/versioning) to strengthen reg

Embeddings RAG MLOps Responsible AI Governance Google Cloud Platform TensorFlow

Senior Enterprise AI Architect

Cognizant

Oct 2009 - Dec 2022 (13 years 2 months)

Delivered enterprise-scale automation by designing BI/data-warehouse/feature-store ecosystems and modernizing legacy data platforms; built Python/FastAPI microservices, simulation models, and recommender engines. Developed an AI platform that reduced operational effort >60%, improved underwriting accuracy 25% via Monte Carlo simulation, and increased KYC false-positive reduction compliance precisi

Python fastAPI Microservices Monte Carlo Simulations Recommender Systems Azure Cosmos Flask API Graph Analytics

BI Architect (Freelance)

Srizti Bioscience

Jan 2009 - Sep 2009 (8 months)

Built a prototype protein-database BI platform integrating NCBI/PubMed datasets using Pentaho and Python. Reduced analysis time 30% and trained research teams in open-source data visualization practices.

Pentaho Python Data Integration NCBI & PubMed Datasets Data Visualization Research Team Enablement

Technology Consultant - Data

Virtusa

Nov 2005 - Nov 2008 (3 years)

Delivered enterprise data-warehouse programs using Cognos, Business Objects, SSRS, Datastage, and SSIS, aligning analytics delivery to business objectives and ROI targets. Optimized ETL throughput 30% through parallel-pipeline design and automated metadata validation.

Cognos Business Objects IBM DataStage SSIS ETL Data Warehousing Stakeholder Management

Senior Analyst (BI & Reporting)

Malleable Minds Software Pvt Ltd

Jul 2003 - Oct 2005 (2 years 3 months)

Engineered semantic layers and automated reporting in Business Objects, reducing report-generation cycle time 40%. Supported enterprise data-mart consolidation to improve data consistency and shorten insight turnaround time.

Business Objects Semantic Layer Design Report Automation Data Marts Data Modeling Analytics Enablement