A Guide to Explainable AI | Artificial Intelligence Masterclass for Beginners

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In this Masterclass, let Aakash - CEO at Jovian take you through the up-and-coming research area of Explainable Artificial Intelligence within 40 minutes. Explainable AI is a set of tools and frameworks to help you understand and interpret predictions made by your machine-learning models.

00:00 - Introduction & Importance
06:03 - Types of Explainable AI
12:54 - LIME
16:16 - SHAP
19:53 - PAP
24:09 - Resources
27:32 - Q&A

References:
https://github.com/jphall663/awesome-...
DeepFindr:    • Explainable AI explained! | #1 Introduction  
Kaggle notebook: https://www.kaggle.com/code/parulpand...
Interpretable ML book: https://christophm.github.io/interpre...
InterpretML: https://interpret.ml/
Shap Library: https://github.com/slundberg/shap
Partial Dependence Plots:    • Partial Dependence Plots (Opening the Blac...  

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