Muhammad Nouman Hanif

AI & Machine Learning Engineer specializing in Generative AI, Agentic Systems, and MLOps, with a track record of architecting production-grade solutions from research to deployment. Experienced in building multi-agent RAG pipelines, fine-tuning LLMs (LoRA/QLoRA), and deploying scalable systems on AWS, GCP, and Azure using Docker and Kubernetes. Combines academic rigor (Gold Medalist, MS Scholar) with hands-on production engineering across full-stack AI systems, from data ingestion and retrieval to real-time inference.

Driven by turning research-stage models into secure, high-performance production systems.

AI Software Engineer at PK Programmers (2025-11 – Present)

• AI Automation & Web Integration: Architected seamless, low-intervention pipelines (using n8n, LangChain, and custom APIs) and integrated them directly into robust, production-ready web applications.
• Machine Learning & Predictive Analytics: Developed data-driven ML models and securely deployed them via cloud-native web architectures to unlock actionable insights for real-time decision-making.
• Deep Learning Solutions: Designed and trained neural networks using PyTorch and Transformers to solve complex, non-linear problems, scaling these solutions for enterprise-level platforms.
• Intelligent Chatbots & Conversational AI: Built state-of-the-art conversational agents powered by Generative AI, LLMs, and RAG architectures, integrating flawlessly into modern frontend interfaces (React/Next.js) for context-aware support.

Cloud & DevOps Engineer at syslab.ai (2023-09 – 2025-07)

• Cloud Infrastructure & Migration: Architected the migration of full-stack (MERN) applications and MongoDB databases from shared hosting to AWS EC2. Configured NGINX reverse proxies to ensure high availability and elastic scalability.
• DevOps & CI/CD Automation: Built and automated deployment pipelines for backend APIs. Integrated AWS CloudWatch and Prometheus for real-time infrastructure monitoring, logging, and performance alerting.
• Security Engineering: Hardened cloud environments by implementing Cloudflare WAF, granular AWS IAM policies, SSL/TLS encryption, and automated intrusion prevention systems (IPS).
• Networking & Operations: Configured enterprise-grade DNS, Cloudflare edge caching, and AWS SES mail servers for optimized web performance and reliable communication delivery.

Master of Science in Data Science in Data Science – National University of Computer & Emerging Sciences (FAST-NUCES) (2024-01 – 2026-07)

Bachelor of Science in Electrical Engineering in Computer Engineering, Embedded Systems, & Power Systems – National University of Computer & Emerging Sciences (FAST-NUCES) (2019-08 – 2023-07)