Study evaluates deeplearning models that decode the functional properties of proteins NatMachIntell
Bioinformaticians, genetics researchers and neuroscientists have been trying to infer the biological roles of genes and proteins for decades. To do this, however, they need to analyze extremely large and highly complexResearchers at Hacettepe University, Middle East Technical University and Karadeniz Technical University, Turkey, have recently carried out a study evaluating the potential of deep learning–based language models for studying proteins and predicting their functional properties.
"Self-supervised pre-training of these models requires huge resources," Doğan explained."Thanks to valuable previous work on this topic, which aimed to pre-train protein language models using these architectures, we mostly focused on our secondary supervised training for predicting functional properties."
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