Headline

Senior AI/ML Engineer @ STG

About

I build AI systems that solve complex, real-world problems. I am a Senior AI Engineer with 6+ years of experience across machine learning, data science, and enterprise AI. My work has evolved from building predictive models and large-scale demand forecasting platforms to leading engineering teams that design and deliver production-grade Agentic AI, RAG, AI drive BI, and intelligent automation systems. My experience spans technical architecture, hands-on engineering, AI consulting, technical pre-sales, and working directly with senior stakeholders to turn ambiguous business problems into production systems. I thrive in ambiguity and tend to approach problems from first principles. I am less interested in adding an LLM to everything with an API endpoint and a dream, and more interested in building meaningful AI systems that are reliable, scalable, and genuinely useful. My background also includes an M.S. (Research) from IIT Madras, where my work combined computational modeling and machine learning and resulted in two peer-reviewed journal publications. Areas I work across: Agentic AI • Multi-Agent Systems • LLMs • RAG • Text-to-SQL • Machine Learning • MLOps • AI Platforms • Data Science • Technical Leadership

Location

Bengaluru

AI stack

codex

opencode

Work experience

Senior AI/ML Engineer at STG – Symphony Technology Group, Jan 2025 - Present · 1 yr 8 mos, Hybrid

Engagement Lead - Data Science at Acies, Jan 2024 - Dec 2024 · 1 yr, Chennai, Tamil Nadu, India

Senior Data Scientist at Acies, Apr 2023 - Dec 2023 · 9 mos, Chennai, Tamil Nadu, India

Data Scientist at Acies, Jul 2022 - Apr 2023 · 10 mos, Chennai, Tamil Nadu, India

Associate Engineer - LPSD Analytics at Caterpillar Inc., Oct 2021 - Jul 2022 · 10 mos, Chennai, Tamil Nadu, India

Intern - LPSD Analytics at Caterpillar Inc., Aug 2021 - Oct 2021 · 3 mos, Chennai, Tamil Nadu, India

Project Associate | Saint Gobain Research India & IIT Madras at Indian Institute of Technology, Madras, Jul 2019 - Jul 2021 · 2 yrs 1 mo, Chennai, Tamil Nadu, India, • Spearheaded project to investigate energy-efficient measures for improving thermal comfort of the passengers in the automobile cabin. • Collaborated with 5+ stakeholders and developed a 3-D CFD model of Hyundai-Verna which computed steady and transient climatic conditions. • Prepared a regression model using machine learning algorithms to predict Mean Radiant Temperature. • Implemented measures to achieve a 60% reduction in simulation time. • Successfully quantified the performance of 3+ absorbing glazing & their effect on HVAC performance using numerical simulations.

Research Scholar at Indian Institute of Technology, Madras, Jan 2019 - Jun 2021 · 2 yrs 6 mos, Chennai, Tamil Nadu, India, • Performed 3D CFD analysis of automobile cabin and flow physics under the effect of solar radiation using ANSYS - Fluent. • Successfully validated transient CFD simulation of thermal soaking & cooling with experimental data having MAPE within 5%. • Proposed Effective Draft Temperature based method to assess real-time thermal comfort in automotive cabin.

Data Analyst at Godrej & Boyce Mfg. Co. Ltd., Sep 2017 - Sep 2018 · 1 yr 1 mo, Mumbai, Maharashtra, India, • Increased customer satisfaction by 12.5% by clustering the calling responses and implementing countermeasures for each cluster. • Created dashboard to categorize 1,000+ under warranty returned products resulted 8% reduction in shortfall of spare parts and 10% growth in quarterly revenue of West Zone. • Reduced open calls by 40% and status call from 3% to 1% by creating a dashboard for regular decision-making process of the team.

Education

Master of Science - MS, Thermal Science, Indian Institute of Technology, Madras

Bachelor's Degree, Mechanical Engineering, Shri G S Institute of Technology & Science