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Vishnu NambiarVN
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Vishnu Nambiar

@vishnunambiar

AI/ML Engineer building explainable diagnosis models, transformer language models, and controlled agent pipelines.

India
Message

At CHRIST Incubation and Consulting Foundation, I led 14+ live projects, including international projects and AI implementations, and managed 150+ interns. I redesigned processes and coordinated across teams, improving delivery efficiency by 30%.

As a freelance AI/ML and Web Developer, I deliver end-to-end web applications and custom AI models for clients, from requirements through deployment.

I built a Medical Diagnosis System with Explainable AI that ranked the right condition in the top three for 96–100% of 15,360 simulated cases, with p95 latency under 35 ms. Its Flask API and React interface show per-condition score breakdowns, confidence thresholds, and clarifying questions.

In my Tiny LM project, I implemented a decoder-only transformer from scratch in PyTorch, with 67 passing tests, and trained an 816K-parameter model. I also created an engineering agent harness that stops runaway loops using fixed budgets and saves evidence instead of retrying indefinitely.

Experience

Work history, roles, and key accomplishments

FR
Current

AI/ML and Web Developer

Freelance

Apr 2025 - Present (1 year 6 months)

Delivered end-to-end web applications and custom AI models for clients, from requirements through deployment.

CF

Student Head

CHRIST Incubation and Consulting Foundation

Jun 2024 - Dec 2024 (6 months)

Led 14+ live projects, including 3 international projects and AI implementations, and managed 150+ interns. Improved delivery efficiency by 30% by redesigning processes and coordinating across teams.

Education

Degrees, certifications, and relevant coursework

CHRIST (Deemed to be University) logoCU

CHRIST (Deemed to be University)

BTech, Artificial Intelligence and Machine Learning

2023 -

Grade: 3.34 / 4.0

Pursuing a BTech in Artificial Intelligence and Machine Learning with a CGPA of 3.34/4.0.

MU

MongoDB University

From Relational Model (SQL) to MongoDB's Document Model, Database

2026 - 2026

Completed the MongoDB course 'From Relational Model (SQL) to MongoDB's Document Model' in 2026.

NPTEL, IIT Madras logoNM

NPTEL, IIT Madras

The Joy of Computing using Python, Computer Science

2026 - 2026

Grade: Elite, 78%

Completed 'The Joy of Computing using Python' with Elite grade and 78% score from January to April 2026.

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