xarray + SQL + Lumen - Scientific Data Dashboards

206 tests · 10 transforms · 2 source classes · 2,300+ line dashboard

SQL queries on N-dimensional xarray datasets via Apache DataFusion. CF conventions auto-detection, AI analysis hooks, spatial binning at 68M cells in <5s.

ML Interpretability & Embedding Explorer

1,219 tests · 94% coverage · 8 interactive modules · 7,600+ LOC

SHAP explanations, counterfactual explorer, drift detection, error analysis. Built on Panel, HoloViews, Datashader, and Param.

Fashion AI + Virtual Try-On

HR-VITON with CBAM attention, CLIP embeddings + Pinecone search, LLaMA3 "StyleRAG" agent. SSIM 0.91, +18% CLIP similarity gain across 1,200+ test images.

AI-Powered Finance Platform

9 core modules: AI Finance Assistant (RAG + GPT), Stock Alerts, Loan Recommender, Goal Planner, Mutual Fund Advisor, Market Insights, Scam Checker, and Finnyland (gamified learning for kids).

Multimodal RAG for E-commerce

BLIP captions + OCR + ViLT reranking with Pinecone vector search. 97% response relevance, 30% fewer hallucinations, 22% better retrieval precision on 500+ product queries.

Speech & Language AI

Voice-first, multimodal AI platform with 3 specialized agents (Travel, Welfare, Mentorship). Multilingual, works on low-end phones without internet via calls, SMS, and WhatsApp.

MCP Server for HoloViz Visualizations

36 tools, 8 MCP Apps, Panel embed support, crossfiltering, and streaming - interactive visualizations via AI assistants.

Quantitative Trading

Sharpe Ratio 3.5+, 300%+ returns on BTC, 105%+ on ETH. 10+ statistical indicators and momentum strategies using Pandas, NumPy, TA-Lib, and Backtrader.