Data Preprocessing

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• Data Cleaning
• Sklearn.preprocessing
• The Passenger Screening Kaggle challenge 1st place solution was won in part due to data preparation/generation.
• Data Pre Processing Techniques You Should Know | Maneesha Rajaratne - Towards Data Science
• Machine Learning(ML) — Data Preprocessing | Raji Adam Bifola
• Most Influential Data Preprocessing Algorithms | S. García, J. Luengo, F. Herrera
• How to fix an Unbalanced Dataset | Will Badr - Amazon Web Services
• Creating and Using Datasources | AWS
• Datasets
• Imbalanced Data
• Data Encoding
• Batch Norm(alization) & Standardization
• Feature Exploration/Learning
• Hyperparameters
• Data Augmentation, Data Labeling, and Auto-Tagging
• Visualization
• Python
• Master Data Management (MDM) / Feature Store / Data Lineage / Data Catalog
• Jon Tupitza Famous Jupyter Notebooks:
  • Data Preparation 01
  • Data Preparation 02
• The COVID Tracking Project - software used

Article

Time-Series Data

• Time-based Algorithms
• A Comparison of Time Series Databases and Netsil’s Use of Druid | Netsil
• Microsoft announces the general availability of Azure Time Series Insights | Ryan Waite - Microsoft
• Top 10 Time Series Databases | Outlyer