Event-driven pipeline ingesting news via Redpanda, performing sentiment analysis with local Llama 3, and visualizing insights via WebSockets. Sub-25ms latency, self-healing containerized architecture.
RedpandaLlama 3RedisQdrantDocker
→ github.com/vadhh/pulsestream
Secure offline RAG system using Llama 3 + Qdrant for semantic search with zero data leaks. FastAPI backend with sliding-window chunking for sub-second retrieval.
Llama 3QdrantLangChainFastAPINext.js
→ github.com/vadhh/vaultsearch
K-Means clustering identifying $22.4M revenue uplift potential. End-to-end pipeline processing 500k+ transactions with interactive Streamlit dashboard.
PythonScikit-LearnStreamlitDockerPandas
→ github.com/vadhh/Capstone-Project-A25-CS286
Production-ready ML pipeline with MLflow experiment tracking and GitHub Actions CI/CD. 80.5% Recall on high-risk customers, prioritizing revenue retention.
DockerMLflowGitHub ActionsScikit-Learn
→ github.com/vadhh/telco-churn-mlops