SupplyMind Predictive Supply Chain Intelligence
Engineered a multi-model ML pipeline predicting stockouts 2-4 weeks in advance with an autonomous agentic mitigation engine.
Core Technologies:
- Python
- PyTorch
- FastAPI
- React
- Agentic AI
- LightGBM
- TFT
Overview
Engineered a multi-model ML pipeline combining Temporal Fusion Transformers (TFT), LightGBM with SHAP explainability, and LSTM Autoencoders to predict stockouts 2–4 weeks in advance.
Agentic AI Mitigation
Architected an autonomous agentic mitigation engine featuring 3-tier governed execution with financial guardrails (<$85k authority) and immutable audit logging for full human oversight.