Concrete strength prediction based on its composition and curing process using CatBoost, XGBoost and LGBM.
Predictions are made based of these features:
- CementComponent: Amount of cement is mixed
- BlastFurnaceSlag: Amount of Blast Furnace Slag is mixed
- FlyAshComponent: Amount of FlyAsh is mixed
- WaterComponent: Amount of water is mixed
- SuperplasticizerComponent: Amount of Super plasticizer is mixed
- CoarseAggregateComponent: Amount of Coarse Aggregate is mixed
- FineAggregateComponent: Amount of Coarse Aggregate is mixed
- AgeInDays: How many days it was left dry
Kaggle Competition: https://www.kaggle.com/competitions/playground-series-s3e9
Kaggle Notebook: https://www.kaggle.com/code/mnokno/concrete-strength-prediction