Data Pre-processing using Scikit-learn

Data pre-processing is one technique of data mining using that you can convert your raw data into an understandable format. In his practical, we will take one dataset and performing the following task.

  1. Data Encoding
  2. Normalization
  3. Standardization
  4. Imputing the Missing Values
  5. Discretization
  • Rescaling Data
  • Standardizing Data
  • Normalizing Data
  • Binarizing Data
  • Mean Removal
  • One Hot Encoding
  • Label Encoding
  • Describing the dataset
  • Shape of the dataset
  • Extracting data from the dataset
  • Performing operations around a variable