Description: Join Hayley to dive deeper into global settings, enabling you to have full control over how your model is configured, the rules for data preprocessing, and how your model results and insights can be visualized in storyboards. In this series, we will cover 1-2 global settings at a time in individual mini-modules. They do not need to be watched in any particular order and you can skip around as you please.
Module Type: Functional & Foundational
Level: Advanced
Audience: Model creators & managers
Prerequisites: "Data Preprocessing", "One AI Recipes", "One AI Exploratory Data Analysis (EDA) Report", "One AI Results Summary", & "Model Refinement" modules
Note: The Generate SHAP global setting is not included in this series because it is covered in detail in the SHAP module.
Run time: ~3-5 minutes per mini-module
All transcripts can be found attached at the bottom of the page.
Global Settings Overview
Mini-Module Sections:
00:00 - Intro to the Module Series
01:15 - Topics Covered in the Series
01:53 - Overview & Purpose of Global Settings
04:27 - Navigation in One Model
04:50 - Conclusion & What's Next
Continuous Strategy & Null Indicators
Mini-Module Sections:
00:00 - Intro to the Module
00:30 - Continuous Strategy Overview
03:29 - Null Indicator Overview
04:43 - Conclusion & What's Next
Correlation Type & General Correlation Threshold
Mini-Module Sections:
00:00 - Intro to the Module
00:17 - Correlation Type Overview
02:34 - Adjusting Correlation Type in One Model
03:25 - General Correlation Threshold Overview
04:40 - Adjusting the General Correlation Threshold in One Model
05:07 - Conclusion & What's Next
Leakage & Suspicious Performance Threshold
Mini-Module Sections:
00:00 - Intro to the Module
00:23 - Leakage Performance Threshold Overview
01:56 - Adjusting the Leakage Performance Threshold in One Model
02:44 - Suspicious Performance Threshold Overview
03:32 - Adjusting the Suspicious Performance Threshold in One Model
03:55 - Conclusion & What's Next
Category Size Threshold
Mini-Module Sections:
00:00 - Intro to the Module
00:14 - Category Size Threshold Overview
01:50 - Impact on Model Performance
02:33 - Adjusting the Category Size Threshold in One Model
02:58 - Conclusion & What's Next
Null Drop Threshold
Mini-Module Sections:
00:00 - Intro to the Module
00:17 - Null Drop Threshold Overview
02:32 - Adjusting the Null Drop Threshold in One Model
02:58 - Conclusion & What's Next
Random State
Mini-Module Sections:
00:00 - Intro to the Module
00:14 - Random State Overview
02:43 - Adjusting the Random State in One Model
03:00 - Conclusion & Next Steps
- Global Settings Transcript.docx.pdf60 KB
- Continuous Strategy & Null Indicators Transcript.docx.pdf60 KB
- Correlation Type & General Correlation Threshold Transcript.docx.pdf60 KB
- Leakage & Suspicious Performance Threshold Transcript.docx.pdf60 KB
- Category Size Threshold Transcript.docx.pdf60 KB
- Null Drop Threshold Transcript.docx.pdf50 KB
- Random State Transcript.docx.pdf50 KB
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