Data Preprocessing

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• Datasets
• Batch Norm(alization) & Standardization
• Feature Exploration/Learning
• Hyperparameters
• Data Augmentation
• Visualization
• Master Data Management (MDM) / Feature Store / Data Lineage / Data Catalog
• Data Cleaning Challenge: .json, .txt and .xls | Rachael Tatman
• The Passenger Screening Kaggle challenge 1st place solution was won in part due to data preparation/generation.
• Notes on Feature Preprocessing: The What, the Why, and the How | Matthew Mayo - KDnuggets