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Therapeutic materials demand forecasting

personal--ainov 2025

FastAPI service that serves a Lasso model to estimate monthly material demand at rehabilitation centers.

Repository

## README.md

The Lasso model uses historical lags, seasonality and session volume to estimate demand per material type. It scored an R² of 0.83 on the test set.

The API validates input with Pydantic, logs every prediction and runs in Docker.

## Architecture

Architecture: Therapeutic materials demand forecastingREST clientFastAPIPydantic validationLasso model

## Highlights

  • Lasso regression
  • R² of 0.83 on test
  • Pydantic validation
  • Docker