4.90(98 Ratings)
XAI with Python
About Course
With shifting customer sentiment and movements to regulate AI, aspects like interpretability, fairness and safety are becoming more important. This course gives you the tools to help stay ahead of those trends. We learn to build interpretable models and explain those models using LIME, SHAP, PDPs, ICE Plots, ALEs and Friedman's H-stat. The course is ideal for anyone who wants to take their first steps towards becoming an XAI expert.
What I will learn?
- Introduction to XAI
- Building interpretable models
- LIME
- SHAP
- PDPs and ICE Plots
- ALEs
- Friedmans H-Stat
- Giving human-friendly explanations
Course Parts
Course Info
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Outline
00:00 -
Code and Requirements
00:00
Introduction to XAI
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What is XAI?
00:00 -
The 6 benefits of XAI
00:00 -
10 tips for getting the most out of XAI
00:00 -
Human-friendly explanations
00:00
Linear Models
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The Power of Linear Models
00:00 -
Interpretable Feature Engineering
00:00 -
Characteristics of a Good Feature
00:00 -
Feature Clustering
00:00 -
Explaining linear models
00:00
Model Agnostic Methods
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Taxonomy of model agnostic methods
00:00 -
Permutation feature importance
00:00 -
PDPs and ICE Plots
00:00 -
ALEs
00:00 -
Friedman’s H-stat
00:00 -
LIME
00:00 -
SHAP
00:00
Student Ratings & Reviews
4.9
Total 98 Ratings
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very helpful contents!
It is a very informative introductory course! Good for researchers who want to start their XAI research!
The course balances beween detailed explanations and easy-to-grasp content. Congratulations for having such a well-prerared material and structure!
Extremely Helpful for explain more details on how models work
a good start for a beginner! The course is well designed for understanding!
Really nice content!!
very informative and concise. helped a lot to understand xai
Great course, very clear and concise. Maybe more examples or exercises would help!
Nice course and introduction to XAI
Awesome course. Very hard to find good quality information on XAI online. This is well organized and well explained.
Was stuck up on too much of resources! Really streamlined my vision of XAI, and I'm just getting started. Thanks!
Amazing resource for being free!
Great materials!
Great course! Video lectures a bit slow moving, if lectures were focused on more on explanation could have been better. But the eBook is great. Easy to understand.
It's an awesome course for someone new to the concept of XAI.
Keep up the good work!
Cheers
Keep up the good work!
Cheers
My first steps on these topics helped me a lot!
The course was very nice.I have lern lot of this from this course
So far , so good . The explanations are clear and lucid for anyone to follow . Hope you bring out more such courses
So far, does a great job providing an overview of what XAI is, allowing the student to understand which tool is best for each situation.
very helpful as a free course
$99.00
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LevelIntermediate
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Total Enrolled498
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Last UpdatedApril 20, 2024
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