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Tom RoyTR
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Tom Roy

@tomroy

I build production AI systems using LLMs, RAG, agents, and computer vision.

India
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What I'm looking for

I'm looking to build production-grade AI products where I can apply LLMs, RAG, agentic workflows, computer vision, and full-stack deployment while translating research into measurable outcomes.

At TechTern, I build applied AI systems that improve reliability and speed: strict and soft RAG modes reduced LLM hallucinations by about 30%, and LoRA/QLoRA fine-tuning of LLaMA and Gemma improved response accuracy by 20% while reducing trainable parameters by more than 90%.

I've also delivered agentic chatbot workflows, real-time YOLO computer vision, AI SQL assistants, code-review tools, and IoT healthcare monitoring products. My M.Sc. in Data Science and IEEE-presented fire-detection research help me translate AI research into practical full-stack systems.

Experience

Work history, roles, and key accomplishments

TE
Current

Data Scientist

TechTern

May 2025 - Present (1 year 3 months)

Implemented strict/soft RAG modes with query filtering, cutting LLM hallucination rate by ~30%. Fine-tuned LLaMA and Gemma models using LoRA/QLoRA, improving response accuracy by 20% while cutting trainable parameters 90%+.

C

Data Science Intern

01 Crew

Feb 2025 - Apr 2025 (2 months)

Built an LLM-driven chatbot with agentic workflow automation for end-to-end query resolution across multi-step workflows.

LT

Data Science Intern

Luminar Technolab

Mar 2023 - Dec 2023 (9 months)

Developed a YOLO-based real-time object detection model (90%+ accuracy); optimized ETL pipelines with Pandas/NumPy, cutting processing time by 20%.

Education

Degrees, certifications, and relevant coursework

LT

Luminar Technolab

Internship, Data Science

2023 - 2023

Completed a Data Science internship, developing a YOLO-based object detection model and optimizing ETL pipelines.

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