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A decision-safety lab for loan approval: trains a baseline classifier, calibrates probabilities (ECE/Brier), sweeps confidence thresholds to build a coverage, quality frontier and outputs a defensible abstention policy (auto-decide vs review). Includes a Streamlit dashboard for report cards, triage UI, and data quality checks.
A simple tool for investors to find cash-flowing properties in Canada. Scans target cities, underwrites with a conservative cash-flow model, and ranks deals by margin of safety.
Flood Prediction is a Databricks Solution Accelerator for spatial ML: public elevation, water, climate, and historical flood data → H3 features → scenario-trained models → an interactive underwriting map. Built for Public Sector and P&C Insurance demos. Retarget any city by changing a few bundle variables.
This is an advanced underwriting risk management app that is able to predict incoming storms and be able to quantify its magnitude and using AI and analytics engine determine the potential damage for policies that are in the line of the storm - Saving Insurance Companies Millions and saving Policies from unnecessary damage - WATCH THIS SPACE!
One-paste Claude setup that turns Claude into an institutional multifamily research & underwriting teammate for Bristol Development Group — zero-config, fully cited, self-evolving (V1→V2→V3).
DentDetect AI is a computer vision powered vehicle damage assessment app that uses deep learning to classify front/rear damage severity from car images and provides instant, user-friendly results via a Streamlit web interface.
AI-assisted underwriting intelligence system for NBFC vehicle loan decisioning, combining deterministic risk validation with Gemini-powered qualitative analysis, document extraction, and RAG-based borrower case insights.
Loan underwriting fraud checker. Cross-checks borrower docs against registries, bank flows, and land-use data — ELA forensics, Benford, and a consistency graph that shows where the story breaks.
Deterministic, auditable real-estate diligence engine: a config-driven institutional investment committee with underwriting, scenarios, and backtesting, a FastAPI API, and a React dashboard. LLM analysts debate the deal; the scoring stays deterministic.