Pandas Profiling and PyCaret
Explore how Pandas Profiling helps summarize and visualize datasets to understand variable properties and relationships. Learn to use PyCaret to quickly apply multiple machine learning models and evaluate their performance, simplifying model building and deployment in practical data science tasks.
We'll cover the following...
We'll cover the following...
Pandas Profiling
Pandas PROFILING Logo [Source: Github Repo]
Pandas Profiling helps us generate profile reports from 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 into how Pandas Profiling helps us explore the data.
Outputs Produced
Overview
Overview tab displays ...