I am Muhammad Nouman Hafeez, focused on Backend & Cloud, Generative AI, LLMs, RAG, Agentic AI, and MLOps systems that are reliable enough for real users.
Generative AI
LLMs, RAG, Agentic AI
Backend & Cloud
APIs, Docker, AWS
AI & Data
Pipelines, MLOps, Analytics
$ deploy ai_system --ready
status: production mindset
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14+
AI, data, backend, systems
6
LLMs, RAG, agents, MLOps
41+
Across cloud, data, and web
6+
Validated learning path
I turn backend, cloud, and AI ideas into usable systems with clear architecture, practical delivery, and a product mindset.
CS graduate from FAST NUCES Islamabad building AI-driven, data-centric, and cloud-ready products that move from prototype to real users.
Academic foundation for engineering reliable systems.
BS in Computer Science
CGPA
3.23/4.0
Duration
Aug 2021 - Jun 2026
Specialized in Generative AI, Data Engineering, and Backend & Cloud Systems
The domains I naturally gravitate toward when building useful software.
A compact view of hands-on AI engineering work and academic support roles, focused on impact, stack, and applied learning.
2
AI internships
4
Academic roles
AI / Data / Systems
Focus tracks
AI product and full-stack internship work with applied ML, LLM, cloud, and web systems.
Implementing supervised and unsupervised learning models with advanced ML pipelines
Developing AI-powered investment advisory platform for Pakistan Stock Exchange using LangGraph, LangChain, Flask API, and React frontend with real-time analysis and news integration
Academic support across databases, operating systems, numerical computing, and mathematics.
Conducted practical sessions on relational databases and SQL
Supported students with schema design and query optimization
Guided students in systems programming and OS concepts
Supervised hands-on labs on process synchronization and memory management
Assisted students with algorithmic implementation of numerical methods
Supported instructional and grading tasks
Conducted tutorials and provided academic support in applied mathematics
Provided continued assistance in understanding and solving mathematical problems
Deep dives into AI, data, backend, cloud, MLOps, and systems work, presented with the problem, architecture, stack, and outcomes.
GenAI
Case Study
Urdu ASR systems often disagree on word boundaries, split/merge decisions, and OOV tokens. CORAL treats that disagreement as a signal, aligns model outputs, corrects lexical errors, and produces a cleaner transcript without retraining the acoustic models.
Year
2025
Stack
15
Mode
FYP
GenAI
Case Study
Retail investors in Pakistan lack accessible, AI-driven tools to interpret market sentiment and news for informed decisions on PSX.
Year
2025
Stack
12
Mode
Build
Architecture / implementation / outcomes
Backend
Case Study
Demonstrate end-to-end CI/CD for a full-stack app: from code push to running services, with reproducible builds.
Year
2025
Stack
12
Mode
Build
Architecture / implementation / outcomes
MLOps
Case Study
ML models in production need observability, alerting, and a path to retraining when data drifts.
Year
2025
Stack
13
Mode
Build
Architecture / implementation / outcomes
Data
Case Study
Explore what makes certain candies more popular using the same analysis in Python and Tableau: sugar vs price, type-based patterns, top performers, and ingredient impact on win percentage.
Year
2024
Stack
11
Mode
Build
Architecture / implementation / outcomes
MLOps
Case Study
Production-ready, scalable ETL pipeline for real-time weather data collection, transformation, and storage using Apache Airflow, PostgreSQL, and Docker.
Year
2025
Stack
12
Mode
Build
6 technologies
11 technologies
10 technologies
3 technologies
11 technologies
Roles, collaborations, and learning environments.
Developed AI-powered phone call system, voice bots, and chatbots for urdx.tech. Built intelligent conversational AI systems that can handle natural language processing in multiple languages, enabling automated customer service and voice interactions. Created scalable voice bot infrastructure for handling real-time phone conversations.
Professional certificates and credentials from Coursera, Credly, and industry partners.
I'm currently exploring new opportunities and my inbox is always open. Whether you have a project in mind, want to collaborate, or simply want to connect, I'd love to hear from you.
Location
Rawalpindi, Punjab, Pakistan
