Syed Burhan Ahmed - Full-Stack Developer & AI/ML Engineer

Syed Burhan Ahmed

AI Engineer specializing in Generative AI & Computer Vision

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About Me

Passionate about building transformative solutions that create real impact

BS in Artificial Intelligence
University of Management and Technology (UMT)CGPA 3.84/4.00

My Journey

Currently a final-year Artificial Intelligence undergraduate at UMT, working on end-to-end deep learning and full-stack solutions—from custom YOLOv11 deployments for real-time detection to retrieval-augmented (RAG) lecture agents and memory-driven conversational bots.

Across projects, the emphasis is on production-quality code, clear ML explainability, and measurable value for users and stakeholders. Leadership experience includes guiding student teams, conducting workshops, and mentoring on advanced computer vision, NLP, and workflow automation.

Outside of deployment work, time goes into open-source contributions, sharing experiments on platforms like Hugging Face, Kaggle, and GitHub, and documenting the AI journey to help the next generation build and ship better systems.

How I Work

Clean Code & Practical AI

Writing scalable, production-ready AI systems with an emphasis on maintainability and real-world impact.

Continuous Learning & Innovation

Staying ahead of technology trends and actively exploring new research to push the boundaries of what's possible.

Collaboration & Knowledge Sharing

Working with teams, mentoring peers, and building clear documentation to multiply collective expertise.

Automation & Performance

Optimizing workflows, automating repetitive tasks, and ensuring seamless user experiences through high-performance solutions.

5+
Projects Completed
2+
Years Experience
15+
Technologies Mastered

Technical Expertise

Technologies I've worked with in real-world projects and professional environments

Programming Languages

Python iconPython
3y+
C/C++ iconC/C++
Academic
C# iconC#
1y+
JavaScript iconJavaScript
Project-based
MIPS Assembly iconMIPS Assembly
Academic
SQL iconSQL
2y+
HTML/CSS iconHTML/CSS
2y+

AI/ML Frameworks & Tools

Generative AI (RAG) iconGenerative AI (RAG)
Current
Vision-Language Models (VLMs) iconVision-Language Models (VLMs)
Current
YOLO (v8/v11) iconYOLO (v8/v11)
1y+
PyTorch iconPyTorch
2y+
TensorFlow iconTensorFlow
1y+
Keras iconKeras
1y+
Scikit-learn iconScikit-learn
2y+
LangChain iconLangChain
1y+
OpenAI Whisper iconOpenAI Whisper
Project-based
FAISS iconFAISS
Project-based
Hugging Face Transformers iconHugging Face Transformers
1y+
LlamaIndex iconLlamaIndex
Project-based
Google SDK iconGoogle SDK
Current

Web & Backend Development

Flask iconFlask
2y+
React.js iconReact.js
Project-based
Gradio iconGradio
Project-based
Streamlit iconStreamlit
Project-based
ASP.NET iconASP.NET
Current
Google Cloud Platform (GCP) iconGoogle Cloud Platform (GCP)
Current

Tools, Platforms & IoT

ESP32-S3/Robotics iconESP32-S3/Robotics
1y+
Git iconGit
2y+
GitHub iconGitHub
2y+
Google Colab iconGoogle Colab
2y+
Kaggle iconKaggle
1y+
VS Code iconVS Code
2y+
PyCharm iconPyCharm
2y+
Visual Studio iconVisual Studio
Project-based

Professional & Leadership

AI Team Leadership iconAI Team Leadership
1y+
Technical Mentorship iconTechnical Mentorship
1y+
Teaching iconTeaching
Academic
Public Speaking iconPublic Speaking
Academic
8+
Programming Languages
12+
AI/ML Frameworks & Libraries
8+
Web/Backend & ML Apps
8+
Tools & Platforms

Professional Journey

From enterprise solutions to tech innovation, building scalable systems and leading AI-driven initiatives across diverse technology stacks

AVR Research Group Makerspace Lab, UMT logo
Jul 2025 – Present
Lahore, Pakistan

Research Assistant – Computer Vision & Robotics

AVR Research Group Makerspace Lab, UMT

Conducting applied research in computer vision, robotics, and multimodal perception within a makerspace-driven environment, with a focus on deployable, low-latency systems for real-world use cases.

Key Achievements
  • Conducting R&D on InsightVision, a hybrid YOLO/VLM pipeline targeting under 100 ms end-to-end latency for semantic natural-language querying on live video streams.
  • Benchmarking VLM-based adaptation against YOLO baselines to validate few-shot and zero-shot learning, aiming to reduce data annotation effort by approximately 40% for novel object classes.
  • Synthesizing experimental results and documenting system integration for a planned 2026 peer-reviewed research publication.
  • Designing and building a line-following and wall/curve-following robotic car, integrating embedded control with real-time perception for robust path tracking.
Technologies Used
YOLOv11
Vision-Language Models
PyTorch
OpenCV
Python
Flask
LangChain
Embedded Systems
Robotics
Punjab Skills Development Authority (PSDA) logo
Aug 2025 – Present
Lahore, Pakistan

Technical Support & Data Operations Associate

Punjab Skills Development Authority (PSDA)

Supporting provincial-scale skills and training initiatives through database operations, automation, and technical coordination for vocational education programs.

Key Achievements
  • Streamlining data cleaning, transformation, and integrity checks for end-to-end database operations across PSDA datasets.
  • Maintaining and updating records to ensure accuracy across the PSDA’s parent department (SDED) statewide data systems.
  • Managing key email correspondence and documentation for team coordination and client requests, improving response time and traceability.
Technologies Used
SQL
Excel
Python
ASP.NET
University of Management and Technology logo
Mar 2025 – Jul 2025; Oct 2025 – Present
Lahore, Pakistan

Teaching Assistant – Digital Logic Design

University of Management and Technology

Assisting the course instructor in delivering Digital Logic Design by managing course operations, assessments, and student support across multiple semesters.

Key Achievements
  • Coordinated and monitored assignment, quiz, and project submissions via the LMS, ensuring smooth assessment workflows.
  • Maintained grade records and tracked student progress in Excel to support data-driven academic decisions.
  • Ensured timely availability of lecture slides and course content, and resumed responsibilities from Oct 2025 onwards to support a new cohort.
Technologies Used
LMS
Excel
BeWhoop logo
Sep 2025 – Oct 2025
Remote – Islamabad, Pakistan

Software Development Intern

BeWhoop

Selected as a Software Development Intern (~20–25 hours/week) focusing on .NET technologies and contributing to core software projects in a fully remote environment.

Key Achievements
  • Gained hands-on experience with .NET development, building and integrating new software modules within existing systems.
  • Demonstrated strong problem-solving skills and contributed creative solutions while collaborating virtually with the engineering team.
  • Ensured timely completion of assigned tasks, consistently meeting project quality standards and deadlines.
  • Maintained professional communication across distributed teams and time zones, supporting smooth remote collaboration.
  • Actively participated in remote team discussions, sharing insights to enhance productivity and code quality.
Technologies Used
.NET
C#
SQL Server
Azure DevOps
Agile Methodologies
Arfa Karim Technology Incubator (AKTI) logo
Nov 2024 – Mar 2025
Lahore, Pakistan

Master Trainer – Generative AI

Arfa Karim Technology Incubator (AKTI)

Designed and delivered workshops on Generative AI, large language models, and prompt engineering for early-career tech professionals and students.

Key Achievements
  • Developed a practical curriculum and interactive sessions for 120+ participants, covering modern LLM and generative AI workflows.
  • Mentored cohorts on developing innovative project submissions that applied generative AI to real-world use cases.
Technologies Used
Prompt Engineering
LangChain
Gradio
Python
Deep Learning
Data Cleaning
Lahore Arts Council logo
Aug 2024 – Oct 2024
Lahore, Pakistan

Freelance Software Engineer

Lahore Arts Council

Led development of a reservation web system for event space management, including admin dashboards, user portals, and automated email-based workflows.

Key Achievements
  • Deployed a .NET/SQL Server-based web reservation system with integrated Excel reporting to support operational decision-making.
  • Achieved a largely automated reservation workflow serving 500+ monthly users.
Technologies Used
ASP.NET
SQL Server
Bootstrap
Office Interop

Featured Projects

AI-driven systems for vision, language, and automation—integrated for real-world education, industry, and innovation.

Completed
Featured

RULEN

Real-Time Unified Lecture Extraction Network

AI-powered multilingual educational assistant automating lecture transcription (99+ languages), bilingual notes in Roman Urdu/Hindi & English, and curriculum-aligned quiz creation with RAG. Supports dashboards, CLO/PLO mapping, multi-format upload, and integrates with learning outcomes for institution readiness.

Flask
OpenAI Whisper
LangChain
FAISS
+2 more
Completed
Featured

Freak AI

Memory-Augmented Conversational Agent

A rule-based agent simulating five human-like memory systems with Neo4j graph storage, real-time dashboards, web chat, and ESP32 hardware for multimodal input and voice. Small step toward AGI and real-time agent reasoning.

Flask
Neo4j
AIML
Prolog
+2 more
Award Winner
Featured

CelebVision – Dual-Shot Celebrity Classification

Multi-Pipeline Face/Gender/Celebrity Recognition

CV pipeline using YOLOv11 for face detection, EfficientNetV2-S for celebrity recognition (15+ Pakistani celebrities). 1st place in CV Kaggle competition; real-time inference, visualizes bounding boxes and recognizes gender, class imbalance handled.

PyTorch
YOLOv11
EfficientNetV2
Albumentations
+1 more
Completed

Real-Time Fall Detection System using YOLO

Elderly Safety & Surveillance

YOLOv11-based fall detection system for real-time video feeds in safety/public spaces. Fine-tuned on LE2I, high precision/recall, supports logging and alerts, modular for sensor integration.

YOLOv11
PyTorch
OpenCV
Python
Proof-of-Concept

Lahore Arts Council Reservation System

Event Space Reservation Web App

Designed and developed a full-stack .NET and SQL Server application for event reservations. Features include user registration, an admin dashboard, automated email notifications, and Excel report generation. Built as a proof-of-concept to demonstrate robust reservation workflows in a simulated environment.

ASP.NET
SQL Server
HTML
Bootstrap
+2 more
Proof-of-Concept

Voice-Based Smart Attendance System

IoT-Driven Attendance Platform

Designed and built a prototype automated attendance system using ESP32 with NFC/fingerprint authentication, a speech-to-text pipeline via Flask, and an OLED display. Developed as a semester term project to demonstrate end-to-end integration of IoT hardware, biometric verification, and real-time data processing. Focused on core features, system workflow, and proof-of-concept usability in a classroom scenario.

ESP32
Flask
Python
NFC
+1 more

Interested in collaborating on innovative AI/ML projects?

Publications & Writing

Research contributions and technical insights

Efficient Vision Based Fall Detection for Elderly Surveillance Using YOLOv11

Real-time fall detection system leveraging YOLOv11 and computer vision for elderly surveillance in video-based safety monitoring.

6th International Conference on Innovative Computing (ICIC 2025), UMT Lahore
10–11 Dec 2025
Accepted

Understanding Principal Component Analysis (PCA) in Machine Learning: A Comprehensive Guide

An in-depth explanation of Principal Component Analysis (PCA), its importance for dimensionality reduction, and its value in machine learning workflows. Covers how PCA works, why it matters, and practical implementation tips.

LinkedIn
Feb 7, 2025

When to Use Mean, Median, and Mode for Handling Missing Values in Data?

A practical guide to choosing the right statistical imputation method for missing data. Explains when to use mean, median, or mode, including their pros, cons, and suitable scenarios in data preprocessing.

LinkedIn
Feb 5, 2025

1D Convolutional Neural Networks (1D-CNN): A Powerful Tool for Sequential Data

Explores the application of 1D Convolutional Neural Networks in handling sequential data, covering their working principles, advantages over traditional methods, and key use cases. Includes a Python TensorFlow/Keras implementation.

LinkedIn
Feb 9, 2025

Understanding Gradient Descent in Machine Learning

A comprehensive overview of gradient descent, the fundamental optimization algorithm behind most machine learning and deep learning models. Discusses the mechanics, variations, and significance of gradient descent in achieving accurate predictions.

LinkedIn
Feb 8, 2025

Understanding Long Short-Term Memory (LSTM) Networks in Deep Learning

An in-depth guide to LSTM networks, their role in handling sequential data for deep learning tasks like NLP and forecasting, and their advantages over basic RNNs. Includes explanations of working mechanisms and core applications.

LinkedIn
Feb 9, 2025

Understanding Gated Recurrent Units (GRU) in Deep Learning

Covers Gated Recurrent Units (GRUs) as an efficient alternative to LSTMs for sequential data in deep learning. Explains their architecture, how they function, their advantages, and practical applications.

LinkedIn
Feb 10, 2025

Professional Certifications

Continuous learning and professional development in cutting-edge technologies

2025

Google Cloud Fundamentals: Core Infrastructure

Coursera

Covers core Google Cloud concepts and services, including organizing infrastructure, creating basic cloud resources, and selecting appropriate storage options.

Google Cloud Platform
Cloud Computing
Cloud Infrastructure
+5 more
1 certificates

Committed to staying current with the latest technologies and best practices

Awards & Achievements

Honoring accomplishments in AI research, academic excellence, and impactful technical leadership.

Rector’s Merit Award – Spring 2025

University of Management and Technology (UMT)

Conferred by the Rector for achieving a perfect 4.00/4.00 SGPA in Spring 2025, in recognition of exceptional academic excellence under UMT’s official merit award policy.

academic
2025

Dean’s Merit Award – Spring 2023

School of Systems & Technology, UMT

Awarded by the Dean for earning a high semester SGPA and ranking among the top-performing students in the Artificial Intelligence program.

academic
2023

Gold Medalist – Matriculation

Lahore Garrison Education System

Secured the Gold Medal at the Matriculation level for outstanding academic performance.

academic
2020

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