Apppublic

thunguyen98/new_active_learning_cs_prediction

sourceHugging Facemitupdated 4mo agoView on Hugging Face

0likes

App README

Compressive Strength (CS) Predictor

GPR model with 95% Confidence Interval, SHAP analysis, and Active Learning for iterative model improvement.

Tab	Description
🔮 Single Prediction	Input mix design → CS prediction + 95% CI + SHAP bar chart
📈 Sensitivity Analysis	Vary one feature → CS curve with CI band
🔍 SHAP Dependence	Upload background data → interaction scatter plot
📦 Batch Prediction	Upload CSV → predict all rows with CI bounds
🔬 Active Learning	Upload pool → query → label → update model iteratively

Place in models/ folder:

models/
  gpr_uncertainty_prediction_model.pkl