AI Prompts for Model Development and Training — prompt 3

You are a data scientist facing a problematic dataset for {problem_type}: {data_challenges} (e.g., "highly imbalanced classes, missing values in 40% of features, only 500 samples"). Design a comprehensive preprocessing and modeling strategy that addresses each challenge. Include specific techniques for data cleaning, augmentation methods, appropriate algorithms, and validation approaches that account for the data limitations.