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soaebhasan12/README.md

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Animated Developer

Computer Science Student | Python Developer | AI/ML Enthusiast 🇮🇳

Typing SVG: Python Developer In Training, Aspiring AI/ML Engineer, Exploring AI/ML & Cybersecurity, Open Source Contributor, Lifelong Learner

Animated Developer


💫 About Me

  • 🎯 Aspiring Software Engineer fueled by curiosity.
  • 💼 Backend Python Developer specializing in Django and FastAPI
  • 🧠 Passionate about applying Machine Learning & Deep Learning to Cybersecurity problems
  • 🔭 Current focus: Malware detection using advanced NLP techniques like multi-view DistilBERT
  • 💻 Check out my portfolio:
  • 📫 Reach me at: soaebhasan04@gmail.com

💼 Experience

  • CyberSecurity Using Machine Learning and Deep Learning Intern | IIT Roorkee (Jan'26 - Apr'26)

    • Developed MalBERT-XAI, a novel multi-view DistilBERT model with cross-attention fusion for Android malware detection (99.5% accuracy, 5-class family classification)
    • Built end-to-end pipeline: APK feature extraction, multi-view tokenization, transformer training, and 3-level explainability framework (LIME + SHAP + Attention)
  • Open Source Mentor | GirlScript Summer of Code (GSSOC) (Sep'25 - Nov'25)

    • Mentored 10+ student contributors on best practices in Full Stack development using Python and Django, reviewing code and providing constructive feedback
    • Facilitated a collaborative environment, leading to the successful merging of 30+ pull requests into main project repositories

🚀 Projects

  • Android Malware Detection using Multi-View Transformer (Python | PyTorch | Transformers | Deep Learning | NLP | DistilBERT | LIME | SHAP)

    • Built MalBERT-XAI, a multi-view transformer architecture with cross-attention fusion for Android malware detection, achieving 99.5% binary accuracy and 94.3% family classification
    • Engineered a 4-view feature pipeline extracting permissions, API calls, intents, and opcodes from APKs, replacing single-input approach and improving accuracy from 91.6% to 99.5%
    • Implemented a 3-level explainability framework (attention weights + SHAP + LIME) to interpret model decisions at view-level, global, and token-level granularity
  • AI-Powered Organ Matching Platform (Django | Python | Scikit-learn | Tailwind | HTMX | Alpine.js)

    • Built an AI-powered organ matching platform using TF-IDF vectorization and cosine similarity to quantify donor-recipient compatibility, achieving 95% model accuracy
    • Designed a multi-layered prediction pipeline combining unsupervised similarity scoring with rule-based clinical constraints to produce medically sound ranked recommendations
    • Engineered end-to-end data preprocessing, feature engineering, and model serialization workflows using Scikit-learn, enabling real-time inference with sub-second response times
  • Multivariable Regression for Housing Price Prediction (Pandas | Numpy | Scikit-learn | Matplotlib)

    • Developed a regression model to predict Boston housing prices, achieving an R² score of 0.85 through rigorous exploratory data analysis (EDA) and feature engineering
    • Utilized Pandas for data cleaning and Matplotlib for data visualization to identify key price-influencing factors

🔗 Connect with Me

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🏷️ Hacktoberfest 2025

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🧰 Tech Stack

🌐 Web Development
📱 Software Development
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🧠 Machine Learning & Cybersecurity
⚙️ Backend & Frameworks
🗄️ Databases & Tools
🧠 DevOps

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