Machine Learning Process

flowchart LR;
	id1(Business Understanding) --> id2(Data Understanding) --> id3(Data Preparation) --> id4(Modeling) --> id5(Evaluation) --> id6(Deployment)

EDA: One of data preparation processes

EDA is abbreviation of Exploratory Data Analysis, during this process:

  • Understanding the given dataset and helps clean up the given dataset.
  • It gives you a clear picture of the features and the relationships between them.
  • Providing guidelines for essential variables and leaving behind/removing non-essential variables.
  • Handling Missing values or human error.
  • Identifying outliers.
  • EDA process would be maximizing insights of a dataset.