4.98(84 Ratings)
SHAP with Python
About Course
Learn to use SHAP to interpret machine learning models.
What I will learn?
- Theory behind Shapley values
- Calculating SHAP values
- SHAP aggregations
- Custom SHAP plots
- Interactions values
- Categorical target variables and features
- SHAP for computer vision
Course Curriculum
Introduction
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Course outline
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Code and requirements
00:00
Theory
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SHAP overview
00:00 -
Shapley values
00:00 -
Shapley values for machine learning
00:00 -
KernelSHAP vs TreeSHAP
00:00 -
Limitations of SHAP
00:00
Python Code
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SHAP values
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Aggregations
00:00 -
Custom plots
00:00 -
Categorical target variables
00:00 -
Interaction values
00:00 -
Categorical features
00:00 -
Image data
00:00
Projects
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Project overview
00:00 -
Project 1 solution
00:00 -
Project 2 solution
00:00
Student Ratings & Reviews
5.0
Total 84 Ratings
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Great course!!
Great course for SHAP!
Before the course:
What are these coloured bars and how on earth do I interpret them
After the course:
Ahhhhhhhhhh! Finally... And it's not even that complicated ("game theory": they're just trying to scare you)
What are these coloured bars and how on earth do I interpret them
After the course:
Ahhhhhhhhhh! Finally... And it's not even that complicated ("game theory": they're just trying to scare you)
Useful course!
Excellent !
Great explanation for SHAP / XAI. Thank you.
Very informative, thank you!
A very useful course if you are interested in XAI
A very useful course if you are interested in XAI
This course is really helpful to understand What Shap is and How helpful it can be in determining features that contribute in the prediction.
The course is short, simple and sorted. Well structured. Kudos to the Course Designer!
The course is short, simple and sorted. Well structured. Kudos to the Course Designer!
Great!
Easy step by step explanation. highly recommended!
Very good explanation! It really helpful to understand.
I just started and is a great way for learning this amazing topic, thank you and congrats for be careful creating this course.
I think it's very useful!
Great course! Learnt a lot. simple and easy to understand.
The course is great
Excellent course. Explains the key concepts of XAI and Shap in a very concise and clear manner.
Simple and clear explanation!
Great teacher - knows how to convey complex information well!
$49.00
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LevelIntermediate
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Total Enrolled640
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Last UpdatedSeptember 6, 2023
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