Exploratory Data Analysis

Amir is a data scientist at a company building an email system. They want to build a set of machine learning models to process spam and understand patterns from their customers.

The first step in the process is for Amir to perform Exploratory Data Analysis (EDA). He wants to give a presentation to his team about everything they will complete during this phase.

Which of the following steps does Amir take during this process?

During the Exploratory Data Analysis phase, Amir will evaluate the performance of his model.

During the Exploratory Data Analysis phase, Amir will look into the distribution of his dataset's features to identify potential problems or patterns that he can use to improve his model.

During the Exploratory Data Analysis phase, Amir will assess the quality of his dataset, including checking for missing or corrupt values, to avoid poor model performance.

During the Exploratory Data Analysis phase, Amir will monitor the performance of his model.