Data Preprocessing

• Data Cleaning
  • Removing duplicates
  • Handling missing values
• Data Transformation
  • Scaling
  • Encoding
• Data integration (from multiple sources)
  • Joining (combine rows from multiple tables based on an index)
  • Merging (based on various columns)
• Data Reduction
  • Sampling
  • Dimensionality Reduction