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.