期刊
PROTEOMICS
卷 18, 期 2, 页码 -出版社
WILEY
DOI: 10.1002/pmic.201700319
关键词
big data; bioinformatics; deep learning; genomics; neural networks; proteomics
资金
- Key Research and Development Program [2016YFB1000902]
- MITACS' industrial postdoc program
- NSERC [OGP0046506]
- Canada Research Chair program
- Innovative Research Team grant [2014B82014]
Deep learning has revolutionized research in image processing, speech recognition, natural language processing, game playing, and will soon revolutionize research in proteomics and genomics. Through three examples in genomics, protein structure prediction, and proteomics, we demonstrate that deep learning is changing bioinformatics research, shifting from algorithm-centric to data-centric approaches.
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