Real-time surveillance system utilizing 3D ResNet-18 and Multiple Instance Learning (MIL) to detect anomalies in the UCF-Crime dataset with SOTA temporal localization accuracy.

Automated ML lifecycle platform using DVC for data versioning, MLflow for tracking, and GitHub Actions for CI/CD. Orchestrates ETL DAGs with Airflow and deploys FastAPI services on AWS EC2.

Hybrid RAG engine fusing user preferences with live OpenWeatherMap API data using FAISS vector search. Fine-tuned transformer models serve dynamic lifestyle recommendations.

Fusion framework classifying cancer types using SHAP and LIME for interpretability. Implements cross-modal attention mechanisms to correlate unstructured medical text with genomic sequences.