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ezzu9/README.md

Hi there, I'm Ertaza Manzoor 👋

AI Engineer · Computer Vision · NLP · Deep Learning

Portfolio LinkedIn Email Hugging Face


🧠 About Me

  • 🎓 BSc Artificial Intelligence — Anglia Ruskin University, Cambridge (2026)
  • 🔭 Currently building AI projects in Computer Vision & NLP
  • 🤖 Experienced with YOLOv8, ResNet50, RoBERTa, Qwen-VL
  • 🌍 Based in the UK — open to AI/ML roles (remote, hybrid, on-site)
  • 💼 Former AI Intern @ RESOLVE, NUST — built a document validation system using Vision-Language Models
  • 📫 Reach me at ertaza.manzoor99@gmail.com


🚀 Featured Projects

🔬 Breast Cancer Cell MoA Classification

Deep learning framework to classify cancer cell fluorescence microscopy images by mechanism of action using ResNet50 transfer learning on the BBBC021 dataset.

  • 87.34% accuracy · 0.88 Macro F1
  • Grad-CAM explainability
  • Live Streamlit app + Hugging Face model

Live App GitHub HuggingFace

🎯 Object Detection App

Real-time object detection web app using YOLOv8n capable of detecting 80 COCO object classes from uploaded images with bounding boxes, confidence scores, and NMS.

  • 80 object classes · YOLOv8n model
  • Confidence threshold & NMS controls
  • Interactive Plotly charts

Live App GitHub

💬 Sentiment Analysis Dashboard

NLP dashboard powered by Cardiff NLP's twitter-roberta-base-sentiment-latest model. Supports single text and batch CSV analysis with real-time confidence scores.

  • RoBERTa transformer model
  • Batch CSV processing
  • Interactive Plotly visualisations

Live App GitHub

🧾 AI Document Validation System (Professional Project — RESOLVE, NUST)

Built an AI-powered document validation system using the Qwen-VL Vision-Language Model during my AI internship. Supervised by Dr. Usman Qayyum, Director of AI.

  • Qwen-VL Vision-Language Model
  • Automated document analysis
  • Enterprise-grade validation pipeline

🛠️ Tech Stack

Languages

Python SQL Bash

AI & Deep Learning

PyTorch HuggingFace OpenCV Ultralytics

Tools & Platforms

Streamlit Git GitHub Linux VSCode


📊 GitHub Stats

GitHub Streak


Open to AI/ML, Computer Vision, and Data Science roles across the UK

Portfolio

Popular repositories Loading

  1. sign-language-detector-python sign-language-detector-python Public

    Forked from computervisioneng/sign-language-detector-python

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  2. secure-access-stm32-keypad secure-access-stm32-keypad Public

    Embedded secure access management system using STM32 NUCLEO-G474RE and 4x4 keypad with lockout protection and password reset mode.

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  3. cancer-cell-moa-classification cancer-cell-moa-classification Public

    Breast Cancer Cell MoA Classification using CNNs and Transfer Learning

    Jupyter Notebook 1

  4. sentiment-analysis-dashboard sentiment-analysis-dashboard Public

    Python 1

  5. ezzu9.github.io ezzu9.github.io Public

    HTML 1

  6. object-detection-app object-detection-app Public

    Python 1