4.94(50 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 50 Ratings
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47 Ratings
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Yes, the video lectures are very helpful! Thank you!
Great Course!
Very clear and simple explanations. Great work !
My college major project involves application of XAI and I stumbled upon this course just at the right moment. The course provides a very comprehensive form of learning making it very easy for beginners as well. So far it has been great learning!
I'm impressed by the quality of the content
Love the course, very well structured and clearly explained. Thanks!
I'm just writing my Master's thesis on this topic. Thank you so much for the course, this is quite an interesting topic.
Really good explanations, with total free speech and a clear way to think and expose it with funny video effects and memes.
Great course, really clear explanations and materials. Really looking forward to new updates and content from you.
Thanks for a great tutorial. Very neat and well explained.
I thoroughly enjoy this course, and the teacher adeptly facilitates comprehension of the topics! 🙌 I have just one suggestion: to equally emphasize models for problems such as regression and classification
I'm only done with the first half of the course, but the knowledge and insights that I've gotten from it are already worth the price.
I'm really enjoying learning about XAI and looking forward to learning from the complete XAI book too!
One of the best courses on explainable AI on the web! It has helped me understand the subject. Thank you very much!
One of the best courses on explainable AI on the web! It has helped me understand the subject. Thank you very much!
I've exploring XAI and it's so interesting, hope new learning will definitely benefit, so excited to learn from the full book of XAI too!
Good course. It would be more useful for academics if relevant papers are linked to the course chapters.
Great course!, Very usefull to understand the matter. Thanks a lot!
One of the best courses about Explainable AI on the web. Well organized and structured. Lessons are very comprehensible. They give a good general overview and cover most of the key techniques. Thank you.
The explanations are really worthy. Thank you so much.
I am so glad I came across your videos, first on YouTube.
Looking forward to learn, as it's so structured and intuitive
$99.00
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LevelIntermediate
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Total Enrolled267
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Last UpdatedApril 20, 2024
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