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Our research showcases a successful application of deep learning on computer security problems.
To enable the application of deep learning in biology, we present Selene (https://selene.flatironinstitute.org/), a PyTorch-based deep learning library for fast and easy development, training, and application of deep learning model architectures for any biological sequence data.
Putin, E. et al. Deep biomarkers of human aging: application of deep neural networks to biomarker development.
Graat, I., Figee, M. & Denys, D. The application of deep brain stimulation in the treatment of psychiatric disorders.
This paper presents a successful application of deep learning for object recognition based on acoustic data.
The application of deep learning to RGB-D data is beneficial for recovering missing information due to image occlusion.
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"The potential application of deep-brain stimulation in amnesic disorders is enticing," wrote Sandra E. Black of the University of Toronto, in an editorial accompanying the study.
The application of deep-sequencing technologies, including 454 (Sogin et al. 2006; Huber et al. 2007; Liu et al. 2007) and Illumina (Claesson et al. 2010; Gloor et al. 2010; Caporaso et al. 2011; Zhou et al. 2011; Degnan and Ochman 2012), to the analysis of microbial communities has led to the rapid and in-depth characterization of the microbes inhabiting a broad array of habitats.
There's going to be thousands of applications of deep learning".
Mamoshina, P., Vieira, A., Putin, E. & Zhavoronkov, A. Applications of deep learning in biomedicine.
Beyond autoencoders, we discuss other physics scenarios as well as wider applications of deep learning.
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