Krahasoni metodat

	Mësimi i Transferimit në Internet	Mësimi i Transferueshëm
Fusha	Mësimi i makinës	Mësimi i makinës
Familja	Machine learning	Machine learning
Viti i origjinës	2010	2010 (formalized); 1990s (early roots)
Krijuesi	Zhao, P. & Hoi, S. C. H.	Pan, S. J. & Yang, Q. (survey); Bengio, Y. (deep learning framing)
Lloji	Online learning with source-domain knowledge transfer	Learning paradigm
Burimi themelues	Zhao, P., & Hoi, S. C. H. (2010). OTL: A Framework of Online Transfer Learning. In Proceedings of the 27th International Conference on Machine Learning (ICML 2010), pp. 1231–1238. Omnipress.	Pan, S. J., & Yang, Q. (2010). A Survey on Transfer Learning. IEEE Transactions on Knowledge and Data Engineering, 22(10), 1345–1359.
Emërtime të tjera	OTL, streaming transfer learning, incremental transfer learning, online domain adaptation	TL, domain adaptation, fine-tuning, pre-trained model adaptation
Të lidhura	4	3
Përmbledhja	Online Transfer Learning (OTL) extends transfer learning to sequential, streaming settings: instead of training on a fixed dataset, the model processes examples one at a time and simultaneously leverages knowledge from a related source domain to improve predictions on the target domain without requiring large labeled target datasets upfront.	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.