velagalasr/failure_claims_assessment

Equipment Failure Claims Assessment SLM

An AI-powered system for analyzing equipment failure claims using a fine-tuned GPT-2 Large model.

Features

• —Fine-tuned on 3000+ equipment failure claims
• —Interactive Streamlit interface
• —PEFT (LoRA) adapters for efficient inference
• —Real-time claim assessment

Usage

Select a claim scenario and click "Generate Assessment" to get AI-powered recommendations.

Model

• —Base: GPT-2 Large (774M parameters)
• —Fine-tuning: PEFT/LoRA adapters (~10-20MB)
• —Training data: 3000 synthetic claims

Author

Satish R Velagala