sampling-methods 224 machine-learning 35 sampling 33 python 25 bayesian-inference 20 statistics 12 deep-learning 12 optimization 11 mcmc 11 python3 11 r 8 machine-learning-algorithms 8 data-science 7 inference 7 hamiltonian-monte-carlo 7 markov-chain-monte-carlo 7 mcmc-sampler 6 diffusion-models 6 fraud-detection 5 simulation 5 monte-carlo 5 classification 5 oversampling 5 random-forest 4 pytorch 4 neural-networks 4 rejection-sampling 4 tensorflow 4 image-processing 4 gradient-descent 4 credit-card-fraud 4 imbalanced-data 4 matplotlib 4 langevin-dynamics 4 statistical-analysis 4 adaptive 4 numpy 4 smote-sampling 4 hypothesis-testing 4 data-mining 4 matlab 4 data-visualization 4 r-package 4 active-learning 4 probabilistic-data-analysis 3 computer-vision 3 logistic-regression 3 bootstrap 3 astrophysics 3 cuda 3 random-forest-classifier 3 optimization-algorithms 3 sampling-distribution 3 feature-selection 3 black-box-bayesian-inference 3 microscopy 3 general-purpose 3 neural-network 3 pandas 3 variance-reduction 3 supervised-machine-learning 3 spatial-analysis 3 markov-chain 3 confidence-intervals 3 probability 3 aistats 3 undersampling 3 analytics 3 design-of-experiments 3 probabilistic-programming 3 jupyter-notebook 3 smote 3 multi-resolution 3 random-number-generator 2 supervised-learning 2 doe 2 svgd 2 fast 2 cpp 2 gradient-flow 2 dice-roller 2 ensemble-classifier 2 robotics 2 svd-factorization 2 image-classification 2 keras 2 determinantal-point-processes 2 bayesian-network 2 importance-sampling 2 data-analysis 2 stochastic-differential-equations 2 classification-algorithm 2 leverage-score 2 computer-graphics 2 rust 2 uniform 2 fraud-prevention 2 stochastic-gradient-descent 2 generative-model 2 ensemble-model 2