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Titlebook: Interpretability in Deep Learning; Ayush Somani,Alexander Horsch,Dilip K. Prasad Book 2023 The Editor(s) (if applicable) and The Author(s)

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樓主: Enlightening
21#
發(fā)表于 2025-3-25 04:13:40 | 只看該作者
Introduction to Interpretability,Artificial Intelligence (AI) and modern computing captivate a large and growing number of people. It’s fascinating to see how they progressed from a mere impression of mimicking human-like behavior to surpassing human-level performance that fits in one’s pocket.
22#
發(fā)表于 2025-3-25 11:07:54 | 只看該作者
Interpretation in Specific Deep Architectures,Artificial networks of neurons and algorithms mimic human neural systems intertwined and stacked. Most can’t comprehend a human mind, yet they work flawlessly until they don’t. With millions of billions of parameter optimizations in hundreds of layers over a short time, the question is not ‘if’ something will go wrong, but ‘when’.
23#
發(fā)表于 2025-3-25 12:37:54 | 只看該作者
Fuzzy Deep Learning,Previous chapters have discussed the learning, performance and explainability of NNs based on crisp inputs, weights, parameters, training samples and other information pieces. It was demonstrated how a deep network propagates information into its layers.
24#
發(fā)表于 2025-3-25 19:19:59 | 只看該作者
25#
發(fā)表于 2025-3-25 23:35:18 | 只看該作者
26#
發(fā)表于 2025-3-26 01:31:52 | 只看該作者
,Morbidity & mortality conferences — How can we do it?,nt. Quality assurance programmes of some sort are common but still not implemented in all units. Some quality assurance programmes have been formulated as accreditation programmes to set a measure of good quality surgery [2], and have ended up in web site programmes
27#
發(fā)表于 2025-3-26 05:31:31 | 只看該作者
28#
發(fā)表于 2025-3-26 11:06:05 | 只看該作者
005b18–20) the principle excludes only this, and nothing else. Whether it is true or not aside, what it states can hardly be construed in such as a way as to warrant the claim that it ‘represses,’ ‘marginalizes,’ or ‘excludes’ difference.
29#
發(fā)表于 2025-3-26 16:11:34 | 只看該作者
30#
發(fā)表于 2025-3-26 18:10:01 | 只看該作者
https://doi.org/10.1007/978-3-658-41374-3ability that makes use of ontological technologies and defines appropriate protocols along with an upper ontology for sharing context. A set of standard platform components together with a general conceptual solution for binding ultra-thin nodes top off the presented approach.
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