Modeling aspects of the language of life through transfer-learning protein sequences.
Michael HeinzingerAhmed ElnaggarYu WangChristian DallagoDmitrii NechaevFlorian MatthesBurkhard RostPublished in: BMC Bioinform. (2019)
Keyphrases
- transfer learning
- protein sequences
- computational biology
- knowledge transfer
- learning tasks
- labeled data
- machine learning
- cross domain
- amino acids
- biological sequences
- structure learning
- reinforcement learning
- active learning
- machine learning algorithms
- transfer knowledge
- protein structure
- multi task
- semi supervised learning
- text mining
- protein classification
- secondary structure
- protein function
- domain adaptation
- multiple sequence alignment
- unlabeled data
- text classification
- natural language
- learning algorithm
- data sets
- text categorization
- sequence analysis
- collaborative filtering
- protein secondary structure
- protein structure prediction
- learning problems
- target domain
- unsupervised learning
- nearest neighbor
- data model
- databases