Dynamic and results-oriented Lead Machine Learning Engineer with 6+ years of experience driving end-to-end AI product development — from architecture and model design to deployment and optimization. Skilled in large language models (LLMs), MLOps, AIOps, CI/CD pipelines, and advanced retrieval techniques (RAG). Passionate about delivering innovative, scalable, and high-impact AI solutions that transform business outcomes through technical excellence and strong product thinking
Overview
7
7
years of professional experience
Work History
Lead Machine Learning Engineer-Product Development
Mercedes Benz Research & Development India
Bengaluru
01.2022 - Current
Led the architecture and end-to-end development of a multilingual video translation platform supporting 25+ languages, designing custom audio-video merge algorithms to deliver high-quality, natural localized content.
Designed and developed a customized Tacotron2-based generative AI voice cloning model, enabling human-like voice synthesis in 30+ languages; reduced audio generation time by 25% through model and pipeline optimizations.
Built and productionized a scalable Retrieval-Augmented Generation (RAG) pipeline, powering enterprise chatbot systems for real-time, context-aware information retrieval from complex document repositories.
Engineered an advanced RAG framework using Vision-Language Models (VLMs) to accurately retrieve and summarize content from multimodal documents containing both textual and pictorial data.
Architected and implemented intelligent, agent-based systems capable of orchestrating workflows, autonomously gathering data, executing actions, and delivering optimal results across enterprise and internal applications.
Spearheaded the design and deployment of robust MLOps and AIOps pipelines, enabling seamless model lifecycle management, automated testing, and rapid, reliable deployments in production environments.
Established and maintained full CI/CD pipelines for AI workflows, integrating Git-based version control and continuous integration practices to ensure consistent, high-quality code delivery.
Led fine-tuning and customization of Large Language Models (LLMs) for specialized Mercedes-Benz use cases, including video, audio, and text scenarios, with domain-specific vocabulary recognition and context understanding.
Engineered workflows for automated SRT generation and multilingual subtitle processing, streamlining video localization and enhancing accessibility at scale.
Championed Agile methodologies, mentoring teams to deliver iterative, value-driven features aligned with business priorities, while ensuring strong collaboration and technical excellence.
Drove substantial cost savings and operational efficiencies, designing AI-driven solutions that reduced manual effort, accelerated timelines, and optimized resource utilization.
AI Engineer
Mu Sigma
Bengaluru
03.2019 - 12.2021
Developed and integrated AI models into existing systems, collaborating with APIs and microservices to deliver reliable, production-ready solutions.
Worked extensively with Git for version control, managing feature branches, code merges, pull requests, and ensuring clean, maintainable code.
Debugged, optimized, and fixed code across multiple AI pipelines, improving runtime stability and reducing error rates.
Built and maintained CI/CD pipelines to automate builds, tests, and deployments, enabling smooth and rapid delivery cycles.
Designed and maintained architecture diagrams, clearly documenting system components, data flows, and integration points for internal and cross-team alignment.
Created comprehensive technical documentation and deployment guides to ensure reproducibility and support knowledge sharing across teams.
Developed and supported Power BI dashboards, translating data insights into actionable business metrics and visual reports.
Engineering Intern
Microfocus
Bengaluru
08.2018 - 02.2019
Assisted in developing and maintaining internal software applications and tools.
Supported API integrations, basic code debugging, and bug fixes across modules.
Helped prepare technical documentation and update system architecture diagrams.
Collaborated with senior engineers on testing, deployment activities, and routine maintenance tasks.
Education
Bachelor of Science - Computer Science And Engineering
Viswesaraya Technological University
Bengaluru
07-2019
Skills
Machine learning and deep learning
MLOps and AIOps
Generative AI
CI/CD and DevOps
Cloud computing and deployments
LLM models and NLP
Solution architecture and system design
Analytics and business intelligence
Accomplishments
Received IT Innovation award for pioneering an innovative product yielding 45% cost savings by developing a Multimedia translation solution in-house.
Received Mercedes Benz performer - Silver Award in 2023 & 2024.
Received Innovative Bravo Award in March 2025.
Languages
English
First Language
Hindi
Proficient (C2)
C2
Arabic
Advanced (C1)
C1
Timeline
Lead Machine Learning Engineer-Product Development
Mercedes Benz Research & Development India
01.2022 - Current
AI Engineer
Mu Sigma
03.2019 - 12.2021
Engineering Intern
Microfocus
08.2018 - 02.2019
Bachelor of Science - Computer Science And Engineering
Senior Program Manager – Entire Vehicle at Daimler Truck Innovation Center India/Mercedes Benz Research & Development IndiaSenior Program Manager – Entire Vehicle at Daimler Truck Innovation Center India/Mercedes Benz Research & Development India
Change Management and Project Management at Mercedes-Benz research and development IndiaChange Management and Project Management at Mercedes-Benz research and development India