Professional journey
Work shaped by care.
A timeline of roles, responsibilities, and the steady practice of building useful software.
Roles & responsibilities
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Deloitte Touche Tohmatsu India LLPCurrent
Manager (AI Engineer)
Led technical teams and client engagements, translating business objectives into high-quality technical solutions and driving end-to-end project delivery.
- Led the design and enterprise deployment of AI-powered solutions across procurement and sales functions for global FMCG clients, transforming fragmented enterprise data into actionable intelligence for cost optimization, account growth, and data-driven decision-making.
- Built Agentic AI solutions and autonomous agents to ingest, validate, classify, and analyze business data, enabling real-time insights across spend, supplier performance, sourcing opportunities, procurement exceptions, account performance, sales trends, and forecast variances.
- Developed 360° Sales Intelligence capabilities by combining internal enterprise data with external web intelligence, providing Sales Representatives with comprehensive restaurant profiles covering digital presence, customer engagement, menu/product offerings, purchasing behavior, and market positioning.
- Enabled AI-driven opportunity identification and root-cause analysis, covering cost savings, cross-sell, up-sell, retention, supplier risk, innovation opportunities, procurement issues, and forecast variances, translating complex data into actionable business recommendations.
- Architected scalable, production-grade AI solutions using Python/FastAPI, React, Agentic AI, intelligent orchestration, caching, and Microsoft Azure, while optimizing LLM usage, latency, token consumption, and compute costs and ensuring enterprise security, governance, and scalability; contributed to multiple RFPs involving AI-powered financial commentary, sustainability intelligence, and contract grading and assessment solutions.
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Navaera Software Services Pvt. Ltd.
Team Lead
Led end-to-end development and deployment of banking AI solutions, specializing in LLMs, deep learning, Computer Vision, NLP, OCR, fraud detection, and scalable production systems.
- Led the end-to-end development and deployment of banking solutions, managing the complete software development lifecycle from requirements analysis, planning, and development to production deployment and maintenance, while leading technical teams and ensuring successful project delivery.
- Managed the complete machine learning lifecycle, including data collection, preprocessing, model development, training, evaluation, and deployment; designed, trained, and fine-tuned deep neural networks and large language models (LLMs).
- Developed Computer Vision solutions for cheque fraud detection, offline signature verification, and document OCR, enabling accurate extraction of both machine-printed and handwritten text.
- Built NLP and Generative AI solutions, including a comprehensive news aggregator, robust name and address parsers, and similarity search/information retrieval systems for identifying probable entities from noisy transactional data.
- Managed and optimized production ML environments using Docker Swarm for scalable and reliable model deployment, while driving AI/ML innovation and ensuring production-grade implementation across projects.
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Navaera Software Services Pvt. Ltd.
Senior Specialist Deep Learning
Developed and deployed production-grade ML, Computer Vision, and NLP solutions for complex banking use-cases.
- Managed the end-to-end machine learning lifecycle, including data collection, preprocessing, model development, training, evaluation, optimization, and production deployment.
- Designed, trained, and optimized deep neural networks for banking and enterprise use cases.
- Developed Computer Vision solutions for cheque fraud detection, offline signature verification, and document OCR, supporting both machine-printed and handwritten text extraction.
- Built NLP solutions, including a news aggregator, name and address parsers, and similarity search/information retrieval systems for identifying probable entities from noisy transactional data.
- Containerized, deployed, and optimized ML solutions using Docker Swarm, ensuring scalable, reliable, and production-ready AI/ML systems.
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Tata Consultancy Services Pvt. Ltd.
System Engineer (Machine Learning Engineer)
Machine Learning Engineer with expertise in computer vision, intelligent surveillance, customer profiling.
- Led the development of the company’s first automated smart surveillance system for a leading global investment firm. This event-driven system was designed to operate independently and create unique profiles for customers to enhance support.
- Pioneered the use of visual inference to create intelligent customer profiles and analyze customer activities, enabling data-driven insights.
- Developed and implemented a range of computer vision solutions, including person tracking, face detection, face recognition, Office space recognition, area of activity detection and the ability to detect suspicious activities.
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Tata Consultancy Services Pvt. Ltd.
System Engineer (Mainframe Developer)
Modernized a legacy mainframe system and built a Java visualization tool to make mainframe data accessible and human-readable.
- Contributed to a large-scale mainframe migration project, developing and enhancing a decades-old codebase to meet new client requirements.
- Engineered a Java application to visualize structured data files generated by the mainframe, making the information accessible and human-readable outside of the mainframe environment.