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Insurance Analytics Pipeline

End-to-end data science pipeline for insurance claim risk classification with Pandera validation, sklearn-compatible preprocessing, FastAPI inference, and Typer CLI.

scikit-learn
Pandera
FastAPI
Typer
Docker

Overview

Production data science pipeline for insurance claim risk assessment with data validation.

Architecture

  • Pandera for schema validation
  • sklearn-compatible preprocessing pipeline
  • Pluggable model training framework
  • FastAPI inference endpoint
  • Typer CLI for pipeline orchestration

Key Features

  • Schema validation at every pipeline stage
  • Pluggable model architecture
  • FastAPI serving with input validation
  • CLI-driven pipeline execution