ABOUT

The Architect
Behind the Models

AI engineer, researcher, and builder — translating cutting-edge ML research into systems that work in production.

I'm Muhammad Nouman Khan — an AI Engineer and MLOps Specialist with a deep passion for deploying machine learning at scale. My work spans the full AI stack: from fine-tuning foundation models and designing multi-agent architectures, to provisioning NVIDIA DGX clusters, managing Kubernetes environments, and optimizing inference pipelines for real-world production loads.

I hold a Bachelor of Science in Artificial Intelligence from Pak-Austria Fachhochschule Institute of Applied Sciences and Technology (2021–2025), and I'm an IEEE-published researcher with collaborative work from the University of Hull, UK, focused on Graph-based Retrieval-Augmented Generation.

Whether it's managing Kubernetes clusters via Terraform, Kubeadm, and BCM, fine-tuning Stable Diffusion models on custom datasets, or architecting RAG systems for US-based e-learning platforms — I bridge the gap between AI research and production reality.

I believe great AI engineering isn't just about writing code — it's about building systems that are reliable, scalable, and observable long after the model is deployed.

Community

SolvrSphere — "Small Faults, Big Impact"

Created interactive simulations to raise environmental sustainability awareness, visually demonstrating how small everyday actions, when multiplied by millions, drive significant global consequences — encouraging actionable steps toward a healthier planet.

ENVIRONMENTAL_INITIATIVE
CURRENT_ROLE
MLOps Engineer
BetaCodes Pvt Ltd — Islamabad
RESEARCH
IEEE Published
Graph-based RAG — ICOSST 2024
EDUCATION
BS in AI — 2025
Pak-Austria Fachhochschule
GPU INFRA
NVIDIA DGX
A100 / H100 cluster management
CERTIFICATIONS
CKAD Certified
Kubernetes Application Developer
EDUCATION

Academic Background

Bachelor of Science in Artificial Intelligence
Pak-Austria Fachhochschule Institute of Applied Sciences and Technology
2021 — 2025
AI
Degree
CERTIFICATIONS

Professional Credentials

Certified Kubernetes Application Developer (CKAD)
CNCF
Machine Learning Specialization
Coursera · DeepLearning.AI
Generative AI with Large Language Models
Coursera · DeepLearning.AI
ACHIEVEMENTS

Project Exhibitions

1st
Uraan Projects Exhibition — Fall 2023
Website with Different AI Models Deployed · Django Framework · PAF IAST · Jul 2023
4th
Uraan Projects Exhibition — Spring 2023
Solar Irradiance Forecasting · PAF IAST · Feb 2023