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推荐:Deep Learning in Drug Discovery

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发表于 7 天前 | 显示全部楼层 |阅读模式

Abstract:

Artificial neural networks had their first heyday in
molecular informatics and drug discovery approximately
two decades ago. Currently, we are witnessing renewed interest
in adapting advanced neural network architectures
for pharmaceutical research by borrowing from the field of
“deep learning”. Compared with some of the other life sciences,
their application in drug discovery is still limited.


Here, we provide an overview of this emerging field of molecular
informatics, present the basic concepts of prominent
deep learning methods and offer motivation to explore
these techniques for their usefulness in computer-assisted
drug discovery and design. We specifically emphasize
deep neural networks, restricted Boltzmann machine networks
and convolutional networks.




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