CIAM surrogate modeling

This repo contains code for initial ML-based surrogate model of gas-engine turbine blades residual life for its preventive maintenance.

Name		Name	Last commit message	Last commit date
Latest commit History 8 Commits
__pycache__		__pycache__
catboost_info		catboost_info
datasets		datasets
plots		plots
temperatures		temperatures
LICENSE		LICENSE
README.md		README.md
adaboost_model.pkl		adaboost_model.pkl
catboost_model.pkl		catboost_model.pkl
lightgbm_model.pkl		lightgbm_model.pkl
polynom_reg_model.pkl		polynom_reg_model.pkl
scaler.pkl		scaler.pkl
stacked_model.ipynb		stacked_model.ipynb
stacked_model_by_zone.ipynb		stacked_model_by_zone.ipynb
surrogate_blade_zone1.pkl		surrogate_blade_zone1.pkl
surrogate_blade_zone2.pkl		surrogate_blade_zone2.pkl
surrogate_blade_zone3.pkl		surrogate_blade_zone3.pkl
surrogate_blade_zone4.pkl		surrogate_blade_zone4.pkl
surrogate_blade_zone5.pkl		surrogate_blade_zone5.pkl
surrogate_model.py		surrogate_model.py
xgbr_strong_model.pkl		xgbr_strong_model.pkl

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