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Random Forest: hiện tại em giữ nguyên từ này.
Deep Neural Network: mạng nơron sâu (em có mở ngoặc chú thích từ gốc).
A graphic with feature importances: em không hiểu phần này lắm. Em dịch là "đồ ho…
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Metrics
* Accuracy
* Balanced accuracy
Tools for explainability:
* print out of tree decisions (limited depth is best)
* software - lime
* software SHAP
* software pdp box
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1. read the black-white book of XAI
2. read 3-4 front tier papers about XAI maybe
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### WHY
We need to reveal how the black-box model engine operates for user to understand and trust the systems (where they do not know the basis for the current outcomes and lack insight how it wor…
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Although anaesthesiologists strive to avoid hypoxaemia during surgery, reliably predicting future intraoperative hypoxaemia is not possible at present. Here, we report the development and testing of a…
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Hi Christoph -- great work with the recent additions to the book; I really liked the neural net chapters. I recommend this book to everyone. :)
I might have missed it, but I think there's a great s…
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近几年explainable AI渐🔥,尤其是最近,有些研究人员将其划分为: explainability 和 interpretability。但翻译中文时,这两词都会被翻译成可解释性。尤其是当我们需要翻译explainability and interpretability of AI时非常困难。而其实他们是有区别的。
区别:
An **interpretable** machine …
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Yaroslav Kharkov, Oles Shtanko, Alireza Seif, Przemyslaw Bienias, Mathias Van Regemortel, Mohammad Hafezi, Alexey V. Gorshkov
> Simulating and predicting dynamics of quantum many-body systems is ex…
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Dear Author:
I am a graduate student majoring in computer science in China, and my research direction is biomedicine. Recently, I have been reading your article《MGP-AttTCN: An interpretable ma…
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Hi,
thanks for your time and effort you've put into this project. I wanted to ask, is there any possibility we could get pre-compiled versions/releases so that we don't need to compile anything on…