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ExplainX.ai is a fast, scalable and end-to-end Explainable AI framework for data scientists & machine learning engineers.
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With explainX, you can understand overall model behavior, get the reasoning behind model predictions, remove biases and create convincing explanations for your business stakeholders. [![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)
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Understand overall model behavior, get the reasoning behind model predictions, remove biases and create convincing explanations for your business stakeholders with explainX. [![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)
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<img width="800" src="started_example.png" alt="explainX.ai">
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#### Why we need explainability & interpretibility?
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Essential for:
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1. Model debugging - Why did my model make a mistake? How can I improve the accuracy of the model?
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1. Model debugging - Why did my model make a mistake?
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2. Detecting fairness issues - Is my model biased? If yes, where?
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3. Human-AI cooperation - How can I understand and trust the model's decisions?
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4. Regulatory compliance - Does my model satisfy legal & regulatory requirements?

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