Spike model rebuild in Python/polars

ccao-data / model-res-avm

Automated valuation model for all class 200 residential properties in Cook County (except vacant land and condos)

GNU Affero General Public License v3.0

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Spike model rebuild in Python/polars #230

Open dfsnow opened 2 months ago

dfsnow commented 2 months ago

Just for fun: if there's any free time during the summer we should do a quick (day or two) spike of a model pipeline rewrite using a Python stack. I imagine this would probably use:

pyathena for the ingest
polars for the data munging
scikit for the ML logic
optuna for CV
xgboost + CUDA for the modeling