Toronto, ON (Remote)

Delivered production agentic/RAG systems across multiple client engagements.

• Designed and shipped agentic AI and RAG systems on top of LLMs for client products, covering retrieval, tool use, and evaluation.
• Built MLOps pipelines (training, registry, CI/CD, monitoring) on AWS and GCP, cutting deployment time and improving reliability.
• Implemented privacy-preserving, read-only inference services with strong security postures and observability.

Sudbury, ON

Teaching applied AI/NLP and Linux to college students.

• Teach AI and NLP courses including AIE-1007 (Natural Language Processing), bridging production practice and theory.
• Develop course material on transformers, embeddings, RAG, and responsible AI.
• Mentor students on applied ML projects, Linux fundamentals, and cloud deployment.

Dhaka, Bangladesh

• Built NLP and classical ML models for production use, from data pipelines to deployed APIs.
• Containerized model services with Docker and automated CI/CD.
• Collaborated with cross-functional teams to take models from prototype to production.