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DarthAether/README.md

Hi, I'm Vijaya Sivanjan Kommuri

CS undergrad specializing in AI/ML at Malla Reddy University, Hyderabad. I build machine learning systems for real-world problems — power grid resilience, IoT security, financial risk.

Currently: Final year B.Tech (CSE-AIML) | IEEE SPICES 2026 author | Heading to grad school Aug 2026


What I work on

  • ML for critical infrastructure — Power outage prediction using compound weather event modeling, XGBoost/LightGBM ensembles, H3 spatial indexing. AUC-ROC 0.967.
  • NLP for security — BERT-based IoT command risk analysis, threat classification for smart home automation rules.
  • Explainable AI — SHAP-based model interpretability for credit risk and energy systems.

Tech

Python XGBoost LightGBM scikit-learn PyTorch FastAPI Next.js PostgreSQL Docker H3 SHAP


Featured

Project What it does
outage-prediction-system State-agnostic power outage forecasting with compound weather events. 138 features, calibrated uncertainty, cross-state generalization.
IoTGuard BERT-powered IoT command risk analyzer with real-time threat classification
SecureIoT-NLP NLP-based security/privacy risk detection for IoT automation
credit-risk-xai-project Credit risk prediction with Random Forest + SHAP explainability

Open to research collaborations and grad school opportunities.

Popular repositories Loading

  1. outage-prediction-system outage-prediction-system Public

    Compound weather event modeling for state-agnostic power outage prediction. XGBoost/LightGBM ensemble, H3 spatial indexing, calibrated uncertainty. AUC-ROC 0.967. IEEE SPICES 2026.

    Python 1 1

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  3. Amazon-Clone-Vfinal Amazon-Clone-Vfinal Public archive

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  4. threat-identification-system threat-identification-system Public

    AI-powered security surveillance system for real-time weapon detection and alerting

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  5. python_list python_list Public archive

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  6. SecureIoT-NLP SecureIoT-NLP Public

    NLP-based security and privacy risk detection for IoT automation rules

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