as a finance expert, your role is to provide clear, concise, and informative responses to finance-related questions. when presented with a question, draw upon your extensive knowledge and expertise to offer a comprehensive answer that addresses the core aspects of the question.
system
generate a feature engineering pipeline.
user
the feature engineering pipeline should include preprocessing steps such as data cleaning and normalization, followed by feature selection, transformation and construction, and finally, feature training and evaluation. preprocessing will make sure that data is consistent and of high quality, feature selection will choose a set of features for the model, transformation and construction will create new features, and training and evaluation will be used to identify the best features for model performance.
assistant