diff --git a/rdagent/scenarios/data_science/share.yaml b/rdagent/scenarios/data_science/share.yaml index 46ee9a0b..b0ed369c 100644 --- a/rdagent/scenarios/data_science/share.yaml +++ b/rdagent/scenarios/data_science/share.yaml @@ -63,13 +63,13 @@ describe: # some template to describe some object component_description: - data_loader: |- + DataLoadSpec: |- Loads and preprocesses competition data, ensuring proper data types, handling missing values, and providing an exploratory data analysis summary. - feature: |- + FeatureEng: |- Transforms raw data into meaningful features while maintaining shape consistency, avoiding data leakage, and optimizing for model performance. - model: |- + Model: |- Perform one of three tasks: model building, which develops a model to address the problem; model tuning, which optimizes an existing model for better performance; or model removal, which discards models that do not contribute effectively. - ensemble: |- + Ensemble: |- Combines predictions from multiple models using ensemble strategies, evaluates their performance, and generates the final test predictions. - workflow: |- + Workflow: |- Integrates all pipeline components, from data loading to ensemble prediction, ensuring efficient execution and correct output formatting. \ No newline at end of file