Sammed Kamboj
Associate Ai Engineer @Manulife
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WORK HISTORY
Associate Ai Engineer @Manulife
Toronto, ON, CA
EDUCATION
University of Toronto
Master of Engineering - MEng, Technical Emphasis in Machine Learning and Robotics
Walchand Institute of Technology, Solapur
Bachelor of Engineering - BE, Mechanical Engineering
Haribhai Deokaran High School
SSC
ABOUT SAMMED KAMBOJ
I’m a product-focused Data Scientist & AI Agent Engineer building production LLM + agent systems that automate candidate research, evaluation, and outreach for recruiting workflows. I design and ship end-to-end solutions — from data pipelines and retrieval-augmented systems (RAG) to LangGraph/LangChain orchestration, LLM fine-tuning, and low-latency inference on GCP (Vertex AI, Cloud Run).Core strengths:Production LLM & Agent ops: LangGraph, LangChain, llama-index, RAG, prompt engineering, toolsLLM fine-tuning & model ops: LoRA, FSDP, PEFT, Hugging Face, Accelerate.Cloud & infra: Vertex AI, Cloud Run, Cloud Functions, Pub/Sub, GCS; containerized deployments (Docker), CI/CD (Cloud Build).Data infrastructure: Elasticsearch, PostgreSQL, Redis, ETL pipelines, and scalable ingestion (Pub/Sub + Cloud Functions).ML & engineering: PyTorch, scikit-learn, NLP pipelines, production FastAPI endpointsSelected outcomes: shipped candidate research & outreach agents that halved time-to-shortlist, built a 300k-resume propensity model to prioritize recruiter workflows, and architected high-throughput ingestion pipelines with sub-minute SLAs.I enjoy turning ambiguous hiring problems into measurable product outcomes — if you’re building scalable LLM agents, RAG systems, or production ML infra, let’s talk. Link to demos in Featured: Vector Institute talk • TalkMaster demo
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