Machine learningMachine learning
Transfer Learning
Transfer learning is a machine learning paradigm in which knowledge gained from training a model on a source task or domain is reused to improve learning on a different but related target task or domain. It is especially powerful when labeled data for the target task is scarce, and it underlies most modern deep learning applications in computer vision, natural language processing, and beyond.
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Sources
- Pan, S. J., & Yang, Q. (2010). A Survey on Transfer Learning. IEEE Transactions on Knowledge and Data Engineering, 22(10), 1345–1359. DOI: 10.1109/TKDE.2009.191 ↗
- Bengio, Y. (2012). Deep Learning of Representations for Unsupervised and Transfer Learning. In Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27, 17–36. link ↗
Related methods
Referenced by
Active Learning Federated LearningActive Learning Self-supervised LearningBayesian Few-Shot LearningBayesian Semi-supervised LearningBayesian Transfer LearningCurriculum LearningData AugmentationDomain AdaptationDomain-adaptive reinforcement learningDomain-adaptive transformerDomain-adaptive variational autoencoderEfficientNetEnsemble Federated LearningEnsemble Few-shot learningEnsemble Metric LearningEnsemble Self-supervised LearningEnsemble Semi-supervised LearningEnsemble Transfer LearningFew-shot LearningMetric LearningMultitask LearningNeural Style TransferOnline Federated LearningOnline Few-shot LearningOnline LearningOnline Self-supervised LearningOnline Semi-supervised learningOnline Transfer learningRegularized Federated LearningRegularized Few-Shot LearningRegularized Online LearningRegularized Transfer LearningRobust Federated LearningSelf-supervised Active LearningSelf-supervised Federated learningSelf-supervised Few-shot LearningSelf-supervised Image ClassificationSelf-supervised K-nearest neighborsSelf-supervised LearningSelf-supervised LightGBMSelf-supervised Logistic RegressionSelf-supervised Sentiment AnalysisSelf-supervised Stacking EnsembleSelf-supervised Transfer learningSemi-supervised Federated learningSemi-supervised Few-shot LearningSemi-supervised LearningSemi-supervised Metric LearningSemi-supervised Transfer LearningT5 (Text-to-Text Transfer Transformer)