active-learning 5 knowledge-gradient 4 least-confidence 4 margin-sampling 4 material-design 4 materials 4 materials-informatics 4 materials-science 4 mlmd 4 opportunity-cost 4 predictive-entropy-search 4 probability-of-improvement 4 trail-path 4 upper-confidence-bound 4 expected-improvement 4 entropy-based-approach 4 bgolearn 4 bayesian-global-optimization 4 augmented-expected-improvement 4 machine-learning 3 python 3 large-language-models 1 faiss 1 embeddings 1 elastic-weight-consolidation 1 distilbert 1 continous-learning 1 bayesian-inference 1 real-time 1 ml 1 machine 1 framework 1 autonomous-machine-intelligence 1 autonomous-agents 1 ami 1 ai 1 agent 1 pamiq 1 P-AMI<Q> 1 Machine Learning 1 ML 1 Autonomous Machine Intelligence 1 AMI 1 AI 1 transformers 1 text-classification 1 roberta 1 online-learning 1 neural-networks 1 neural-layers 1 multi-label-classification 1 multi-class-classification 1 llms 1 bayesian-statistics 1 c 1 cpp 1 fortran 1 machine-learning-algorithms 1 machine-learning-library 1 markov-chain 1 matlab 1 mcmc 1 monte-carlo 1 monte-carlo-simulations 1 mpi 1 numerical-integration 1 openmp 1 sampling 1 adaptive 1 dask 1 distributed-computing 1 interactive 1 ipyparallel 1 loky 1 mpi4py 1 parallel-computing 1 pbs 1 slurm 1 digital-twins 1 educational-simulator 1 reinforcement-learning 1 adaptive-neural-network 1 bert 1 classifier 1