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Pandas Profiling and PyCaret

Explore how to generate comprehensive data reports with Pandas Profiling to understand dataset properties and relationships. Discover how PyCaret accelerates machine learning workflows by automating model comparison and evaluation, helping you efficiently build and assess models on real-world data.

Pandas Profiling

Pandas PROFILING logo [Source: Github Repo]

Pandas Profiling helps us generate profile reports from a pandas DataFrame. “Titanic - Machine Learning from Disaster” is a famous Kaggle competition for beginners, and we worked on it in the classification lesson. We also looked at how Pandas Profiling helps us explore the data.

Outputs produced

Overview

The “Overview” tab displays information like ...