Collections Prioritization model
An XGBoost model that ranks overdue loan accounts by recovery likelihood, with an interpretable scorecard benchmark and LLM-written segment reports.
projects
Projects across software, data, AI, infrastructure and the occasional hardware-adjacent experiment. The write-ups focus on decisions, trade-offs and what actually broke.
An XGBoost model that ranks overdue loan accounts by recovery likelihood, with an interpretable scorecard benchmark and LLM-written segment reports.
An async, multi-tenant customer-support platform: email and web chat feed a LangGraph supervisor with RAG, vision, action and escalation agents.
A live KPI dashboard for branch, zone and state operations at AYE Finance: React on the front, FastAPI and PostgreSQL behind it.
Multi-agent RAG for credit and policy questions at AYE Finance, with guardrails, private document chat, and desktop and WhatsApp clients.
A JUCE audio plugin with a hardware-style UI, C++ DSP and an ML layer that recommends settings instead of processing audio.
Prioritises loan applicants with an XGBoost model and explains each ranking with SHAP.
An interpretable WOE/IV credit scorecard benchmarked against gradient boosting, plus survival and causal analysis of time-to-default on a public lending dataset.
A metadata-driven ETL framework that compiles YAML pipeline definitions into DuckDB, Polars or Spark jobs.
A two-service document platform with RAG chat, YouTube-to-notes and text-to-slides, routing inference across Groq and self-hosted NVIDIA NIM.
A workshop entry for the AWS Agentic Football Cup, built with Bedrock AgentCore and the Strands Agents SDK.