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SobanHM/README.md

πŸ‘‹ About Me

I'm a Computer Science graduate from Sukkur IBA University (2022–2026), based in Pakistan, building research-grounded AI systems β€” Vision-Language Models, RAG pipelines, speech recognition, and computer vision β€” backed by rigorous benchmarking and evaluation.

  • πŸ”­ Currently building AI/ML systems spanning VLMs, RAG, and speech AI
  • πŸ“„ Accepted Paper Presenter @ iCOMET 2026 β€” Localized Benchmark Evaluation of Vision-Language Models for Visually Impaired Assistance (IEEE Xplore, expected)
  • πŸ’Ό Former AI/ML Developer Intern @ Pakistan National Assembly Secretariat
  • πŸ₯‡ 1st Prize β€” SIBA Fest 2024 Software Project Exhibition
  • 🌱 Open to AI/ML Engineer, Deep Learning Engineer, and Research Assistant roles

🧠 Skills

Languages
AI/ML & Deep Learning Algorithms
Models & Architectures
AI/ML Frameworks & Libraries
AI/ML Tools & Platforms
Web, Data & Dev Tools

πŸ’Ό Experience

AI/ML Developer Intern β€” Pakistan National Assembly Secretariat Β Jun – Aug 2025 Built a machine-learning speaker recognition system for automated identity verification in a secure institutional environment; handled audio feature extraction, classifier training, evaluation, and confidentiality-aware documentation.

Java Developer Intern β€” Programmers Tech IT Company Β Jun – Aug 2023 Built Java/MySQL applications with database-backed modules, CRUD workflows, and API-related processes for business use cases.

Team Lead, Data Management β€” Alumni & Welfare Club, Sukkur IBA University Β Aug 2024 – May 2025 Managed member records and reporting workflows, improving data accuracy and cross-team coordination.


πŸ“Œ Featured Projects

Project Description Stack
SceneNarrator β€” VLM Benchmarking & Fine-Tuning Assistive scene-narration & navigation system for the visually impaired; LoRA fine-tuned LLaVA-7B, benchmarked against CogVLM/BLIP-2. Accepted @ iCOMET 2026, IEEE Xplore-bound. LLaVA PyTorch PEFT LoRA
Personalized RAG Chatbot Document ingestion β†’ embeddings β†’ semantic retrieval β†’ grounded generation for knowledge-aware Q&A. Python RAG Chroma DB
Speaker Recognition System Single/multi-speaker recognition pipeline: feature extraction, classifiers, validation & evaluation reporting. Python Audio Processing
SAM3 vs Human Segmentation Validation Human-in-the-loop tool comparing SAM3 masks against ground-truth annotations via IoU, precision, recall, F1. PyTorch SAM3 Gradio
Automated Toll Tax / Smart Toll Vision System Real-time vehicle detection, tracking & counting for dynamic toll estimation with dashboard overlays. YOLOv8 DeepSORT/ByteTrack OpenCV
XAI: Virgin vs Recycled Plastic Classification Swin Transformer classifier with Attention Rollout explainability and confidence thresholding. PyTorch Swin Transformer
Fine-Grained Emotion Classifier Compared classical ML, BERT & RoBERTa on Ekman-emotion data; fine-tuned RoBERTa to 89.0 F1 / 89.4% accuracy. Transformers RoBERTa BERT
Anemia & Leukemia Disease Prediction Dual-disease healthcare prediction pipeline with SMOTE balancing and gradient boosting. XGBoost LightGBM
Bank Management System Secure desktop banking app with SHA-256 transaction handling and role-based admin controls. Java MySQL

See GitHub repositories for code.


πŸŽ“ Education

BS in Computer Science β€” Sukkur IBA University Β 2022 – 2026 Coursework: AI, Machine Learning, Deep Learning, Computer Vision, DBMS, Software Engineering, OOP, Web Development, Cloud & Parallel Computing.


πŸ† Publications, Certifications & Awards

  • πŸ“„ iCOMET 2026 β€” Accepted Paper Presenter, Localized Benchmark Evaluation of Vision-Language Models for Visually Impaired Assistance (IEEE Xplore, expected)
  • πŸŽ–οΈ Google AI Essentials Β· Google Prompting Essentials Β· Google AI Specialization Β· AI for Research and Insights (badges on Credly)
  • πŸ₯‡ 1st Prize β€” SIBA Fest 2024 Software Project Exhibition
  • πŸ” Top-10 β€” Grand Tech Expo (Bank Management System)
  • πŸŽ—οΈ Special Mention Award (Γ—2) β€” Model United Nations, representing the People's Republic of China

πŸ“« Let's Connect



Thanks for stopping by β€” feel free to explore my repositories!

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  1. Automated-Toll-Tax-System Automated-Toll-Tax-System Public

    An AI-powered toll collection and vehicle counting system using YOLOv8 and DeepSort. It detects and tracks vehicles, identifies toll-line crossings, calculates fees by type, overlays real-time stat…

    Python 9 6

  2. sam3-human-segmentation-validation sam3-human-segmentation-validation Public

    A human-in-the-loop segmentation validation system that compares SAM3 automatic masks with human annotations using IoU, Precision, Recall, and F1-score.

    Python 3 1

  3. Spatial-VLM-Assistant Spatial-VLM-Assistant Public

    A state-of-the-art Assistive Spatial AI system that integrates Vision-Language Models (LLaVA v1.5) with Metric Depth Transformers (Depth Anything V2) to provide real-world spatial awareness.

    Python 1

  4. Anemia_Leukemia_Diseases_Prediction Anemia_Leukemia_Diseases_Prediction Public

    This repository presents a dual-disease diagnostic system using Gradient Boosting Machines (XGBoost & LightGBM) on clinical blood parameters. The system demonstrates 100% accuracy for both disease …

    Python 4

  5. Benchmark-Evaluation-of-VLMs-for-VIA Benchmark-Evaluation-of-VLMs-for-VIA Public

    Benchmarking Vision-Language Models (VLM) for Visual Impairment Assistance in Pakistan using real-world local environments. This project evaluates VLMs like LLaVA-13B and introduces a human-centere…

    Python 1 1

  6. carbon-visuals-research carbon-visuals-research Public

    Python 1