Self-play reinforcement learning guides protein engineering.
Yi WangHui TangLichao HuangLulu PanLixiang YangHuanming YangFeng MuMeng YangPublished in: Nat. Mac. Intell. (2023)
Keyphrases
- reinforcement learning
- software engineering
- computer science
- protein structure
- function approximation
- reinforcement learning algorithms
- learning algorithm
- game playing
- engineering design
- protein sequences
- protein structure prediction
- machine learning
- drug design
- learning process
- subcellular localization
- markov decision processes
- state space
- molecular dynamics
- protein protein interactions
- molecular structures
- model free
- engineering problems
- mass spectrometry
- predicting protein
- robotic control
- protein protein interaction networks
- engineering students
- optimal control
- drug discovery
- computational biology
- amino acids
- optimal policy
- design process
- multi agent
- e learning
- artificial intelligence
- genetic algorithm