mlr3 and mlr3proba
mlr3proba is a specialized extension package that adds probabilistic prediction capabilities (survival analysis, density estimation, distributional regression) to mlr3's core machine learning framework, making them complements designed to be used together.
About mlr3
mlr-org/mlr3
mlr3: Machine Learning in R - next generation
This tool helps data scientists and analysts in R build and evaluate machine learning models for classification, regression, and survival analysis. You provide your dataset, and it helps you train models and understand how well they perform. This is for R users who need to conduct rigorous machine learning experiments.
About mlr3proba
mlr-org/mlr3proba
Probabilistic Learning for mlr3
This tool helps researchers and analysts perform advanced statistical modeling, specifically for understanding when events are likely to occur and how long subjects will survive, even if data is incomplete. You input datasets with event times and censoring information, and it outputs probabilistic predictions about future events or survival probabilities. It's designed for data scientists and statisticians working with survival analysis, density estimation, or probabilistic regression.
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