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MUNEEB UR REHMAN

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Open to opportunities

Muneeb
Ur Rehman.

AI & Machine Learning Engineer

BS Artificial Intelligence graduate from FAST NUCES building voice agents, RAG pipelines and tested, secure backend APIs that solve real-world problems.

Portrait of Muneeb Ur Rehman

BS Artificial Intelligence · FAST NUCES

2022 — 2026

role
AI / ML Engineer
focus
Voice AI · RAG · Agents
projects
14
experience
2 roles
cgpa
3.32/4.0
based
Karachi, Pakistan

About

Intelligence, built to ship.

FAST NUCES · Karachi

Muneeb Ur Rehman smiling, wearing glasses and a navy suit

I'm an Artificial Intelligence graduate from FAST NUCES, Karachi. My work sits where research meets production: taking models out of notebooks and into systems that real people use.

I've built voice AI agents that book appointments over the phone, RAG pipelines that answer only from retrieved context, and agentic workflows with LangGraph that review their own output. Every API I ship comes with tests, auth and input validation.

As a Teaching Assistant I reviewed and graded student code across Programming Fundamentals, Assembly and Artificial Intelligence, which sharpened how I explain and structure systems.

CGPA
3.32/4.0
Focus
AI & ML
Graduated
Jun 2026
Based in
Karachi
Muneeb Ur Rehman in a navy suit, side profile
Muneeb Ur Rehman standing by a fountain
Muneeb Ur Rehman leaning on a railing
Muneeb Ur Rehman on the FAST NUCES campus

Skills

Tools I work with.

54 entries · 8 groups

AI & LLM

01 · 11
LangChain
LangGraph
OpenAI Embeddings
groq
Groq
VAPI
Voice Agents (Vapi)
LLM
LLMs
RAG
RAG
AI
Agentic AI
LoRA
LoRA Fine-Tuning
FAISS
FAISS
PGV
pgvector

Languages

02 · 07
Python
SQL
SQL
JavaScript
Java
C++
Bash
HTML/CSS

Web & APIs

03 · 07
FastAPI
Django
DRF
Django REST Framework
Flask
React
REST
REST API Design
Streamlit

Databases

04 · 07
PostgreSQL
MySQL
SQLite
Oracle
MongoDB
SQLAlchemy ORM
ORM
Django ORM

Testing & Tools

05 · 07
TEST
Unit & Integration Testing
Git
GitHub Actions
Docker
Prometheus
Grafana
Linux

ML Libraries

06 · 05
TensorFlow
Keras
Scikit-Learn
SpaCy
NLTK
NLTK

Security

07 · 05
JWTbcryptAPI AuthenticationInput ValidationRole Based Access Control

Soft Skills

08 · 05
Fast LearnerAttention to DetailCommunicationLeadershipTime Management

Education

Academic background.

Aug 2022 — Jun 2026

Karachi, Pakistan

FAST National University (NUCES)

Bachelor of Science — Artificial Intelligence

cgpa3.32/4.0
Dean's List — 8th Semester (3.71 SGPA) and 2nd Semester (3.51 SGPA)

Relevant coursework

Operating SystemsData StructuresAnalysis of AlgorithmsArtificial IntelligenceMachine LearningDeep LearningRecommendation SystemsNetworkingDatabasesNatural Language ProcessingComputer Vision

cert 01

Cloud Computing Fundamentals

IBM

cert 02

Master in Data Science, Data Analytics & Data Analysis

Udemy

community

Microsoft Learn Student Ambassadors (MLSA)

Member, FAST Karachi Chapter — Assisted with event management

Experience

Where I've worked.

2 roles · 2025

Jan 2025 — Dec 2025

FAST NUCES

Karachi, Pakistan

01Teaching Assistant

  • CoursesProgramming Fundamentals, Computer Organization and Assembly Language, Artificial Intelligence.
  • Code Review and DebuggingReviewed and graded student code for these courses and gave feedback on bugs, logic errors, and code quality.
  • Project EvaluationsEvaluated programming, systems-level, and AI projects and gave written feedback on correctness and code structure.

May 2025 — Jun 2025

Wellness Innovations

Remote

02Agentic AI Intern

  • Automated Database AgentBuilt an LLM-powered agent that answers plain English questions by querying the company database.
  • Reflection AgentImplemented a reflection agent with LangGraph that reviews and corrects its own output before it responds.

Projects

Selected work.

14 projects · 4 featured

01

Detail Ops — Voice AI Booking Agent

Production appointment booking system for a car detailing business, built on a FastAPI backend and PostgreSQL. A phone-based AI agent answers customer questions from uploaded documents through a RAG engine and books, reschedules or cancels appointments, with an admin dashboard for the knowledge base and calendar.

Voice AIRAGFastAPIPostgreSQLSQLAlchemypgvectorVapiReact
  • JWT authentication, bcrypt password hashing and signed webhook requests
  • Booking validation, per-market data isolation and SQLAlchemy ORM to block SQL injection
  • Answers only from retrieved context and refuses to guess on pricing
  • 27 unit tests cover the booking logic
02

Voice AI Patient Registration System

REST API and web dashboard that registers new patients over a phone call. The voice agent collects details through natural conversation, validates every field and stores the records in a database.

Voice AIFastAPISQLitePydanticGitHub ActionsVapiGroq
  • Phone agent and public API share one validation layer and one repository module, so moving to PostgreSQL changes a single file
  • Detects returning callers by phone number and offers updates
  • 16 integration tests cover the API, webhook and booking flow
03

Fuel Route Optimizer

Django REST API that returns a US driving route with the cheapest fuel stops along the way for a 500-mile-range vehicle, shown on an interactive Leaflet map.

Django REST FrameworkSQLiteLeaflet.jsOSRMGraphHopperGeospatial
  • 7,500+ fuel stations loaded and queried with bounding box and Haversine filters
  • Only 3 external API calls per request, and cached geocoding skips repeat lookups
  • 25 unit and integration tests
04

Semantic Automated Program Repair (FYP)

Final year project supervised by Dr. Muhammad Rafi. Fine-tuned CodeLLaMA 7B with PEFT LoRA to find and repair software bugs, trained on a bug-fix dataset I built for it.

CodeLLaMALoRAPEFTFine-TuningPython
  • Fine-tuned CodeLLaMA 7B with PEFT LoRA
  • Built the bug-fix dataset by mining GitHub repositories for buggy/fixed Python code pairs
  • Inference pipeline validates input to stop malicious code from executing

More projects

10 more
05

DevOps Monitoring Dashboard

Flask, Prometheus and Grafana dashboard that tracks application health and CI/CD metrics in real time. Includes rate limiting, API key authentication and automated tests that run through GitHub Actions.

FlaskPrometheusGrafanaGitHub Actions
06

Gym Management System

Django web application for memberships, admissions and fee collection, with full CRUD, payment tracking, role based access control and a dashboard of weekly, monthly and yearly sales.

DjangoSQLiteTailwind CSSJavaScript
07

Resume–Job Matching AI

Full-stack Flask app that uses LLMs to semantically match resumes to job descriptions. Produces a detailed compatibility report with skill gap analysis, match score, and structured JSON output. Deployed on Vercel.

LLMFlaskNLP
08

Chat with Your Document

Fully local RAG chatbot powered by LLaMA 2 + LangChain. Upload any PDF and have a natural language conversation with it — no API keys, no cloud. Uses FAISS vector store and HuggingFace embeddings for semantic retrieval.

RAGLLaMA 2LangChain
09

Hybrid Movie Recommender

Streamlit app combining user-based collaborative filtering (Pearson correlation) and content-based filtering (genre cosine similarity). Fetches live movie posters via OMDB API. Deployed on Streamlit Community Cloud.

Recommender SystemStreamlitML
10

Django E-commerce Platform

Full-stack laptop marketplace built with Django featuring AI-powered product recommendations, smart search, cart management, order tracking, and a complete admin panel for inventory control.

DjangoE-commerceAI
11

HEC Transcript Generator

Streamlit app that validates student transcripts against HEC Pakistan CS degree requirements. Auto-categorizes courses, calculates CGPA, checks 7 credit categories, and generates a downloadable PDF transcript.

StreamlitPDFEducation
12

IR Boolean Search Engine

Streamlit IR system implementing Boolean Retrieval and Proximity Search from scratch over a research abstract corpus. Supports AND/OR/NOT operators, Porter stemming, and pre-built inverted + positional indexes.

IRBoolean ModelNLP
13

VSM Search Engine

Vector Space Model IR system with TF-IDF weighting and cosine similarity for ranked document retrieval. Built from scratch over research abstracts with a pre-built NumPy matrix index and Streamlit UI.

TF-IDFCosine SimilarityIR
14

Video Game Recommender

Content-based filtering system for video games using genre overlap, developer matching, and TF-IDF text similarity on game summaries. Features tiered scoring, fuzzy title search, and Precision@K evaluation.

Content-BasedTF-IDFRecommender

Contact

Let's build something.

Open to opportunities

I'm open to full-time roles, internships and collaborations in AI engineering, applied ML and backend systems. If you have a problem worth solving, I'd like to hear about it.

Send me an email