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Transfer Learning

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하위 태스크
4
평가표
6
보존된 평가 기록
10

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

<span style="color:grey; opacity: 0.6">( Image credit: Subodh Malgonde )</span>

평가 결과

데이터셋과 평가 조건을 선택해 성능·논문·코드를 비교하세요. 보존된 Papers with Code 기록으로, 최신 순위는 아닙니다.

MML

원본 태스크: Transfer Learning / Multi-Task Learning / Multi-task Language Understanding

평가 기록 44건

BBH-nlp

원본 태스크: Transfer Learning / Multi-Task Learning / Multi-task Language Understanding

평가 기록 15건

MGSM

원본 태스크: Transfer Learning / Multi-Task Learning / Multi-task Language Understanding

평가 기록 12건

BBH-alg

원본 태스크: Transfer Learning / Multi-Task Learning / Multi-task Language Understanding

평가 기록 7건

Office-Home

원본 태스크: Transfer Learning

평가 기록 5건

QM9

원본 태스크: Transfer Learning / Multi-Task Learning

평가 기록 5건

Cityscapes test

원본 태스크: Transfer Learning / Multi-Task Learning

평가 기록 3건

NYUv2

원본 태스크: Transfer Learning / Multi-Task Learning

평가 기록 2건

OMNIGLOT

원본 태스크: Transfer Learning / Multi-Task Learning

평가 기록 2건

CelebA

원본 태스크: Transfer Learning / Multi-Task Learning

평가 기록 1건

ChestX-ray14

원본 태스크: Transfer Learning / Multi-Task Learning

평가 기록 1건

COCO70

원본 태스크: Transfer Learning

평가 기록 1건

MMLU (5-Shot)

원본 태스크: Transfer Learning / Multi-Task Learning / Multi-task Language Understanding

평가 기록 1건

UDE-DomainNet

원본 태스크: Transfer Learning / Unsupervised Domain Expansion

평가 기록 1건

UDE-Office-Home

원본 태스크: Transfer Learning / Unsupervised Domain Expansion

평가 기록 1건

UTKFace

원본 태스크: Transfer Learning / Multi-Task Learning

평가 기록 1건

wireframe dataset

원본 태스크: Transfer Learning / Multi-Task Learning

평가 기록 1건

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.