pac-learning 6 gradient-descent 3 neural-networks 2 machine-learning 2 k-means 1 k-fold-cross-validation 1 em-algorithm 1 decision-tree-classifier 1 deep-convolutional-neural-networks 1 convex 1 academic-project 1 uniform-distribution 1 swapping-algorithm 1 monotone-conjunctions 1 imbalanced-learning 1 imbalanced-data 1 find-s 1 knn 1 lagrange-multipliers 1 linear-regression 1 logistic-regression 1 mean-squared-error 1 ml 1 mle-estimation 1 multivariate-regression 1 naive-bayes-classifier 1 polynomial-regression 1 svm 1 unsupervised-machine-learning 1 active-learning 1 timed-automata 1 bayesian-inference 1 big-data 1 clustering-algorithm 1 computer-science 1 convex-optimization 1 k-means-clustering 1 kernel-methods 1 linear-programming 1 mixture-models 1 nearest-neighbours-classifier 1 principle-component-analysis 1 probability-statistics 1 quadratic-programming 1 regularization 1 support-vector-machines 1 vc-dimension 1 automata 1 automaton 1 pac 1 pdfa 1 pfa 1 probabilistic-automata 1 probabilistic-automaton 1