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Builds diagnostic and prognostic classifiers on omics feature matrices with regularized logistic regression, random forest, and gradient-boosted trees, handling the p>>n regime, batch shortcut learning, class imbalance, and probability calibration. Use when building a classifier from expression, ...
Explains ML predictions on omics data with SHAP, LIME, and permutation importance, handling the correlated-feature trap, the conditional-vs-interventional Shapley choice, and the attribution-is-not-causation boundary. Use when interpreting an omics classifier, debugging shortcut/batch learning, o...
Agent skill for ML / AI Engineer, Data Scientist, Data Engineer, published by jg-chalk-io. Project details and file access are provided by the publisher.
Agent skill for ML / AI Engineer, Data Scientist, Data Engineer, published by mattnigh. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, ML / AI Engineer, Business Intelligence Analyst, published by BioTender-max. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, ML / AI Engineer, Business Intelligence Analyst, published by BioTender-max. Project details and file access are provided by the publisher.
Agent skill for Financial Analyst, Data Scientist, ML / AI Engineer, published by aibot88. Project details and file access are provided by the publisher.
Agent skill for Financial Analyst, Data Scientist, ML / AI Engineer, published by longbridge. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, ML / AI Engineer, Data Analyst, published by BioTender-max. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, ML / AI Engineer, Data Analyst, published by wenmin-wu. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, ML / AI Engineer, Data Analyst, published by wenmin-wu. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, ML / AI Engineer, Data Analyst, published by wenmin-wu. Project details and file access are provided by the publisher.
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