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Abu-Sameer-66/README.md
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👨‍💻 Engineering Philosophy

I am a Data Scientist,AI Engineer,Python & EDA Expert & SQL Expert obsessed with System Architecture. I don't just train models; Building a Databases and focus on deep going in Model Training; I build scalable, testable, and modular AI engines that solve real-world problems.

  • 🔭 Latest Innovation: Built CogniPath, an OOP-based Predictive Analytics Engine for Education.
  • 🌱 Deep Diving: Advanced Ensemble Methods (Gradient Boosting), Pipeline Automation & MLOps.
  • ⚡ Career Goal: Actively preparing for Google Summer of Code (GSoC 2026).

🛠️ Production Tech Stack



🏆 Flagship Engineering Projects

Project Domain System Description Core Tech
CogniPath Analytics
🧠 EdTech AI Predictive Intelligence Engine forecasting student burnout using behavioral telemetry & Gradient Boosting. OOP Pipelines XGBoost
PropVal-AI Engine 🏠 PropTech Enterprise-grade Real Estate Automated Valuation Model (AVM) designed for high-variance markets. Gradient Boosting Pandas
SpamGuard Security 🛡️ Cybersecurity NLP-based Phishing & SMS Threat Detection System preventing digital fraud in real-time. NLP Naive Bayes TF-IDF
Retail BI Engine 📊 Business Intel Strategic Profit Analysis engine identifying operational leakages & margin inefficiencies. Seaborn Financial Modeling

🎯 Open Source & Contribution Focus

  • Architecture First: Emphasis on clean OOP design and reusable modules.
  • Review Ready: Comfortable with PR reviews, issue triaging, and writing detailed documentation.
  • Current Mission: Contributing to open-source data science libraries to prepare for GSoC.

📈 Engineering Metrics

🚀 Developer Telemetry




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  1. AI-Voice-Assistant-Python AI-Voice-Assistant-Python Public

    A modular voice assistant utilizing Python automation.

    Python

  2. SpamGuard-AI-Threat-Detection SpamGuard-AI-Threat-Detection Public

    Enterprise-grade SMS Phishing & Spam Detection System utilizing NLP and Probabilistic Machine Learning.

    Jupyter Notebook 1

  3. Retail-Sales-Performance-Analysis Retail-Sales-Performance-Analysis Public

    Business Intelligence (BI) analysis of US Superstore data to identify profit leakages and optimize regional strategies.

    Jupyter Notebook

  4. PropVal-Property-Valuation--AI-Real-Estate-Engine PropVal-Property-Valuation--AI-Real-Estate-Engine Public

    Production-grade Automated Valuation Model (AVM) utilizing Gradient Boosting to estimate real estate asset values with high precision.

    Jupyter Notebook

  5. CogniPath-Analytics-Engine CogniPath-Analytics-Engine Public

    AI-driven EdTech analytics engine optimizing academic outcomes via predictive modeling and behavioral analysis.

    Jupyter Notebook

  6. ChemLLM-Tox-OLMo ChemLLM-Tox-OLMo Public

    Fine-tuning OLMo-7B with QLoRA & DeepChem for Molecular Toxicity Prediction on the Tox21 dataset.

    Python