One AI Exploratory Data Analysis (EDA) Report

Description: Join Austin to examine the EDA report and demonstrate how it complements the Results Summary report to help you understand your models. This understanding is crucial for making informed decisions about whether the model should be shared to be used for strategic decision-making purposes or if the model needs more refinement.

Module Type: Functional

Level: Beginner  

Audience: Model creators & managers

Prerequisites: "Data Exploration", "Ethical Considerations in Machine Learning", & "One AI Recipes" modules 

Run time: ~15 minutes

Module Sections:

00:00 - Intro, Topics Covered, & Learning Outcomes

01:30 - Exploratory Data Analysis Overview

03:26 - Navigating to the EDA Report in One Model

04:21 - Section Takeaways of the EDA Report

• 04:24 - Overview Section
• 04:55 - Variable Status Section
• 11:42 - Variable Analysis Section
• 12:59 - Correlations Section
• 13:30 - Missing Data Section
• 13:54 - Sample Section

14:09 - Conclusion & Thanks

The module transcription is attached below as a pdf.

• EDA Transcript.docx.pdf100 KB