模板:Machine learning

Machine learning and data mining
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展开 Paradigms Supervised learning Unsupervised learning Online learning Batch learning Meta-learning Semi-supervised learning Self-supervised learning Reinforcement learning Rule-based learning Quantum machine learning
展开 Problems Classification Generative model Regression Clustering dimension reduction density estimation Anomaly detection Data Cleaning AutoML Association rules Semantic analysis Structured prediction Feature engineering Feature learning Learning to rank Grammar induction Ontology learning Multimodal learning
展开 Supervised learning (classification • regression) Apprenticeship learning Decision trees Ensembles Bagging Boosting Random forest k-NN Linear regression Naive Bayes Artificial neural networks Logistic regression Perceptron Relevance vector machine (RVM) Support vector machine (SVM)
展开 Clustering BIRCH CURE Hierarchical k-means Fuzzy Expectation–maximization (EM) DBSCAN OPTICS Mean shift
展开 Dimensionality reduction Factor analysis CCA ICA LDA NMF PCA PGD t-SNE SDL
展开 Structured prediction Graphical models Bayes net Conditional random field Hidden Markov
展开 Anomaly detection RANSAC k-NN Local outlier factor Isolation forest
展开 Artificial neural network Autoencoder Cognitive computing Deep learning DeepDream Feedforward neural network Recurrent neural network LSTM GRU ESN reservoir computing Restricted Boltzmann machine GAN Diffusion model SOM Convolutional neural network U-Net Transformer Vision Mamba Spiking neural network Memtransistor Electrochemical RAM (ECRAM)
展开 Reinforcement learning Q-learning SARSA Temporal difference (TD) Multi-agent Self-play
展开 Learning with humans Active learning Crowdsourcing Human-in-the-loop
展开 Model diagnostics Learning curve
展开 Mathematical foundations Kernel machines Bias–variance tradeoff Computational learning theory Empirical risk minimization Occam learning PAC learning Statistical learning VC theory
展开 Machine-learning venues ECML PKDD NeurIPS ICML ICLR IJCAI ML JMLR
展开 Related articles Glossary of artificial intelligence List of datasets for machine-learning research List of datasets in computer vision and image processing Outline of machine learning
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