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ZentaCros/README.md

Muhammad Hamza Azeem

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Building scalable AI solutions and state-of-the-art machine learning models to solve complex real-world problems.

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🔬 About Me

  • 🎓 BS Data Science at GIFT University (Specializing in Computer Vision & ML).
  • 🧠 Focused on Deep Learning, Domain Adaptation, and Foundation Models.
  • 🚀 Built and fine-tuned architectures like ConvNeXt, Prithvi-EO, and Llama 3.
  • 💡 Proven track record of improving SOTA benchmarks (e.g., +23.3% F1-score on deforestation detection).
  • 🌐 Currently building scalable RAG architectures and working as a Freelance AI Developer.

🛠️ Expertise & Tech Stack

AI & Machine Learning

PyTorchTensorFlowScikit LearnHuggingFaceLangChain

Computer Vision

OpenCVConvNeXtPrithvi EODomain Adaptation

Data Engineering & Analytics

PandasNumPySQLFAISS

Software Engineering

PythonTypeScriptFastAPINext.jsGitDocker

Tools

VS CodeGoogle AntigravityCursor AIClaude CodeCodex


📚 Highlighted Research

Research ProjectFocusImpact & Links
Fourier Domain Adaptation & Evidential DLCross-domain deforestation detection replacing adversarial training with parameter-free FDA.📈 +23.3% F1-score improvement.
📝 Paper Under Review
💻 Source Code
Land Cover Mapping with Foundation ModelsLoRA fine-tuning on the 300M NASA/IBM Prithvi-EO model using Sentinel-2 imagery.🌍 Superior zero-shot cross-city generalization.
📊 Quantified +21.3% urban expansion.
💻 Source Code

💻 Selected Applied Projects

ProjectDescriptionTech Stack
AskDoc AIEnterprise-grade RAG Chatbot allowing real-time PDF querying with semantic search.FastAPI, LangChain, FAISS, Llama 3
Market Basket AnalysisDiscovered hidden purchasing patterns on 540k+ transactions using Apriori and FP-Growth.Python, Pandas, Data Mining
Automated Data PipelineScalable web scrapers deployed as REST APIs for unstructured e-commerce data extraction.Node.js, Playwright, REST APIs

📈 GitHub Metrics

GitHub StatsTop Languages
GitHub Streak


"Pushing the boundaries of what's possible with Artificial Intelligence."

Popular repositories Loading

  1. otsu-thresholding otsu-thresholdingPublic

    Implementation of Otsu's Method for automatic, adaptive image binarization. Computes optimal global thresholds by maximizing between-class variance using OpenCV and Python.

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    Enterprise Document Q&A Chatbot powered by local RAG and Llama 3.3 (Groq). Fast, private, and free PDF search without external embedding APIs or vector databases.

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