Srimathi Rajamani

MACHINE LEARNING ENGINEER | APPLIED AI & PRODUCTION SYSTEMS

Talent

City of LondonMember since September 28, 2026

Pythonscikit-learnPyTorchTensorFlowNumPypandasClassificationNLPModel integrationC#.NET CoreNode.jsData processingAutomated testingAWSDockerKubernetesSQL ServerPostgreSQLMongoDBCouchDBElasticsearch

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Pythonscikit-learnPyTorchTensorFlowNumPy

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.