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Nat commun | current progress and open challenges of applied deep learning in Bioscience
2022-04-23 17:56:00 【Zhiyuan community】
2022 year 4 month 1 Japan , From the Department of computer science at Rice University in Houston Todd J. Treangen Et al. Nat Commun Magazine articles , The latest progress of deep learning in five bioscience fields is discussed 、 Limitations and future prospects .
Thesis link :
https://www.nature.com/articles/s41467-022-29268-7
This paper discusses deep learning (DL) Recent developments in five broad areas 、 Limitations and future prospects : Protein structure prediction 、 Protein function prediction 、 Genome engineering 、 Systems biology and data integration 、 Phylogenetic inference . Each application area is discussed and DL The main bottleneck of the method , For example, training data 、 The scope of the problem and the use of existing resources in the new environment DL The power of Architecture . In the end, the paper summarizes the research results DL Specific problems and open challenges in the whole field of Bioscience .
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