Shapley Additive Explanations (SHAP)
In this video you'll learn a bit more about:
- A detailed and visual explanation of the mathematical foundations that comes from the Shapley Values problem;
- How does SHAP (Shapley Additive Explanations) reframes the Shapey Value problem
- What is Local Accuracy, Missingness, and Consistency in the context of explainable models
- What is the Shapley Kernel
- An example that shows how a prediction can be examined using Kernel SHAP.
Author:
Rob Geada
- e-mail: rgeada@redhat.com
- LinkedIn: https://www.linkedin.com/in/rob-geada-7a8486111/
00:00 Introduction
00:23 Shapley Values
02:27 Shapley Additive Explanations
04:16 Local Accuracy, Missingness, and Consistency
05:58 Shapley Kernel
08:06 Example
Видео Shapley Additive Explanations (SHAP) канала KIE
- A detailed and visual explanation of the mathematical foundations that comes from the Shapley Values problem;
- How does SHAP (Shapley Additive Explanations) reframes the Shapey Value problem
- What is Local Accuracy, Missingness, and Consistency in the context of explainable models
- What is the Shapley Kernel
- An example that shows how a prediction can be examined using Kernel SHAP.
Author:
Rob Geada
- e-mail: rgeada@redhat.com
- LinkedIn: https://www.linkedin.com/in/rob-geada-7a8486111/
00:00 Introduction
00:23 Shapley Values
02:27 Shapley Additive Explanations
04:16 Local Accuracy, Missingness, and Consistency
05:58 Shapley Kernel
08:06 Example
Видео Shapley Additive Explanations (SHAP) канала KIE
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
Explainable AI explained! | #4 SHAP
Shapley Values : Data Science Concepts
Calculating a Taxi Fare using the Shapley Value
Game Theory 14.7 The Shapley Value
Understand ANY Machine Learning Model
Explainable AI for Science and Medicine
The Science Behind InterpretML: SHAP
05e Machine Learning: Shapley Value
SHAP - What Is Your Model Telling You? Interpret CatBoost Regression and Classification Outputs
Making Sense of Data with Explainable AI (shapash Python library)
finding shapley value in nonsimple coalitional game explained
ML Interpretability: SHAP/LIME
Explainable AI explained! | #1 Introduction
PyData Tel Aviv Meetup: SHAP Values for ML Explainability - Adi Watzman
Keras Explained
5 Things I Wish I Knew Before Starting Programming
Open the Black Box: an Introduction to Model Interpretability with LIME and SHAP - Kevin Lemagnen
Deep Learning Model Explainability Using SHAP | Explainable AI | Data Science | Machine Learning
Interpretable Machine Learning for Image Classification with LIME - 5 Min. Tutorial with Python Code
Explainable AI explained! | #2 By-design interpretable models with Microsofts InterpretML