calculate shap file changed

README.md

@@ -7,6 +7,15 @@ ExplainX.ai is a fast, scalable & state-of-the-art explainable AI platform. Expl
 
 [![Tweet](https://img.shields.io/twitter/url/http/shields.io.svg?style=social)](https://twitter.com/intent/tweet?text=Explain%20any%20black-box%20Machine%20Learning%20model%20in%20just%20one%20line%20of%20code%21&url=https://www.explainx.ai&hashtags=xai,explainable_ai,explainable_machine_learning,trust_in_ai,transparent_ai)
 
+#### Why we need explainability & interpretibility?
+
+Essential for:
+1. Model debugging - Why did my model make a mistake? How can I improve the accuracy of the model?
+2. Detecting fairness issues - Is my model biased? If yes, where?
+3. Human-AI cooperation - How can I understand and trust the model's decisions?
+4. Regulatory compliance - Does my model satisfy legal & regulatory requirements?
+5. High-risk applications - Healthcare, Financial Services, FinTech, Judicial, Security etc,.
+
 Visit explainx.ai website to learn more: https://www.explainx.ai     
 <a href="https://www.explainx.ai/"><img src="https://img.shields.io/website?url=https%3A%2F%2Fwww.explainx.ai%2F" alt="explainx.ai website"></a>