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Bin-Cao / Bgolearn

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[arXiv:2601.06820] Offical implement of Bgolearn

material-design materials knowledge-gradient adaptive-learning materials-science materials-informatics active-learning expected-improvement upper-confidence-bound opportunity-cost bayesian-global-optimization predictive-entropy-search mlmd probability-of-improvement least-confidence margin-sampling entropy-based-approach augmented-expected-improvement trail-path bgolearn
  • Updated May 22, 2026
  • Jupyter Notebook

Fai1Dude / ml-imbalanced-active-learning

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wo-part ML project: (A) binary classification under 14:1 class imbalance, (B) active learning with limited labels — Logistic Regression, Decision Tree, MLP, Random Forest, Least Confidence and Entropy sampling.

python machine-learning random-forest scikit-learn classification logistic-regression mlp decision-tree binary-classification active-learning f1-score jupyter- imbalanced-classification least-confidence entropy-sampling
  • Updated May 2, 2026
  • Jupyter Notebook

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