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munazat/README.md

Munaza Tariq

AI & ML Engineer | NLP Specialist | Computer Vision | Autonomous Systems

I build intelligent systems that push the boundaries of Natural Language Processing, Computer Vision, and autonomous computing. Specializing in transformer architectures, multi-agent systems, and production-ready ML pipelines.


🎯 What I Do

  • 🤖 NLP & LLMs — Document processing, entity recognition, RAG systems, multilingual NLP
  • 👁️ Computer Vision — Medical imaging, Vision Transformers, efficient deep learning
  • 🚁 Autonomous Systems — Fleet optimization, pathfinding, real-time simulation
  • 🔧 ML Engineering — Scalable pipelines, deployment, optimization

🛠️ Tech Stack

Languages & Frameworks:PythonPyTorchTensorFlowJupyter

ML & NLP:Hugging FaceScikit-learnPandasOpenAI

Deployment & Tools:StreamlitFastAPIDockerGit


📌 Featured Projects

End-to-end AI system for multi-drone fleet simulation with pathfinding, collision avoidance, and anomaly detection. Features real-time visualization and optimization algorithms.

Tech: Python, Simulation, Pathfinding, Streamlit | Status: ⭐ Production-Ready


Neural NLP pipeline for Urdu language news processing. Includes text classification, entity recognition, and intelligent summarization using transformer models.

Tech: NLP, Transformers, Hugging Face, Urdu Language | Status: Complete


Retrieval-Augmented Generation (RAG) pipeline combining semantic search with LLMs for intelligent Q&A over Urdu news documents.

Tech: RAG, LLMs, Vector DB, Semantic Search | Status: Active Development


Medical imaging AI system using Vision Transformers for pneumonia detection from chest X-rays. Achieves 94.2% accuracy with efficient inference.

Tech: Computer Vision, Vision Transformers, Medical AI, TensorFlow | Status: Complete


Autonomous agent for automated website accessibility auditing against WCAG 2.1 standards. Generates detailed reports and remediation guidance.

Tech: Web Automation, Accessibility, Python, Agents | Status: Ongoing


🎓 Expertise Areas

AreaLevelKey Projects
NLP & LLMs🟢 AdvancedUrdu News Pipeline, RAG System
Computer Vision🟢 AdvancedPneumonia Detection, Vision Transformers
Autonomous Systems🟢 AdvancedDrone Simulation, Fleet Optimization
ML Engineering🟢 AdvancedPipelines, Deployment, Optimization
Python & Software Design🟢 AdvancedAll projects

💬 Let's Connect

I'm always interested in discussing ML, AI applications, or potential collaborations.


📝 Recent Focus

  • Transformer-based architectures and efficient vision models
  • Multi-agent systems for autonomous decision-making
  • Production ML pipelines and deployment
  • Multilingual NLP and language-specific models

Popular repositories Loading

  1. Urdu_News_Neural_NLP_Pipeline Urdu_News_Neural_NLP_PipelinePublic

    Comprehensive neural NLP pipeline for Urdu-language news article processing. Implements word embeddings (TF-IDF, PPMI, Word2Vec), sequence labeling with BiLSTM-CRF (POS tagging & Named Entity Recog…

    Jupyter Notebook

  2. Urdu-News-Transformer-RAG-Pipeline Urdu-News-Transformer-RAG-PipelinePublic

    Retrieval-Augmented Generation system for sentiment explanation generation from product reviews. Three-stage pipeline: (1) Encoder-only Transformer, (2) Vector retrieval module, (3) Decoder-only Tr…

    Jupyter Notebook

  3. Autonomous-Drone-Simulation_AI-Pipeline Autonomous-Drone-Simulation_AI-PipelinePublic

    End-to-end AI pipeline for autonomous drone delivery simulation over urban environments. Features: CSP validation, fleet optimization, genetic algorithms, A* pathfinding with live rerouting, ML-bas…

    Python

  4. Efficient-Pneumonia-Detection-Using-Vision-Transformer Efficient-Pneumonia-Detection-Using-Vision-TransformerPublic

    Vision Transformer-based pneumonia detection from chest X-rays with efficient fine-tuning via selective layer freezing (84% parameter reduction). Implements three improvements over baseline: strate…

    Jupyter Notebook

  5. Autonomous-WCAG-Accessibility-Audit-Agent Autonomous-WCAG-Accessibility-Audit-AgentPublic

    Real-time WCAG accessibility auditing agent with automated accessibility barrier detection and remediation suggestions for web applications. Helps identify contrast failures, missing alt text, keyb…

    Python

  6. AI-Integrated-Scheduling-Notes-Tool AI-Integrated-Scheduling-Notes-ToolPublic

    StudyFlow: AI-powered scheduling & note-taking platform for students. Smart task scheduling, AI note summaries, question generation, and productivity analytics. Built with React, Python, and OpenAI…

    TypeScript