Srimathi Rajamani
MACHINE LEARNING ENGINEER | APPLIED AI & PRODUCTION SYSTEMS
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About
AI engineer and technical architect with 10+ years of software engineering experience and applied machine-learning delivery.
Combines
Python, scikit-learn, PyTorch, TensorFlow, pandas and NumPy with backend engineering, data processing, APIs and cloud deployment. Experienced implementing classification and NLP solutions, integrating AI into production workflows, and validating model-driven systems. Brings analytical problem-solving, technical communication and a collaborative approach to translating business needs into maintainable solutions.
Experience
Product Architect / Lead AI Engineer at NETS INTERNATIONAL (2025-03 – Present)
- Deliver production AI capabilities in an enterprise CRM, integrating model APIs and orchestration with business workflows.
- Develop Python, C# and.NET Core services and APIs for text processing, vector preparation and automated responses.
- Deploy containerised services with Docker and Kubernetes across Azure and AWS environments.
- Evaluate emerging models and middleware, considering system performance, reliability, security and maintainability.
- Work with stakeholders and engineering teams to translate business requirements into deployable AI solutions.
Lead AI Engineer at HERBIE.AI (2022-01 – 2025-01)
Enterprise Customer Engagement
- Developed an AI platform combining semantic context, model services, tool calling and live data synchronisation.
- Built retrieval workflows using vector databases and custom indexing to improve access to relevant enterprise information.
- Implemented agent workflows and APIs, connecting AI-driven processing to external enterprise systems.
- Developed validation for retrieval quality, prompt-injection risks, agent loops and guardrails.
- Supported deployment across cloud, private-cloud and on-premises model environments.
Technical Architect / Senior Software Engineer at SSG LLC (2016-01 – 2022-01)
- Led design and delivery of enterprise CRM, procurement and management applications.
- Built services, APIs, middleware and background processing using C#,.NET Core, Node.js and Angular.
- Designed data solutions using SQL Server, PostgreSQL, MongoDB, CouchDB and Elasticsearch.
- Mentored engineers in modular design, automated testing, clean coding and dependable deployment practices.
Education
MS in Software Systems – BITS Pilani
BE in Electrical & Electronics – Bharathiyar University
