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Extra Form
Lecturer 현윤석
Dept. 인하대학교
date Nov 17, 2022

 

In recent years, artificial intelligence has made remarkable progress in developing algorithms that can learn from vast amounts of carefully labeled data. This paradigm of supervised learning has made great success in training specialist models that perform extremely well on the task they were trained to do, but there’s a limit to building more intelligent, generalized models without a massive amount of labeled data.
Self-supervised learning is an unsupervised learning method where the supervised learning task is created out of the unlabeled input data. It enables machines to understand new concepts quickly after seeing only a few examples that are labeled.
In this seminar, we will briefly review the basic concepts of deep learning and computer vision, and explain the recent development of self-supervised learning methods, focusing on representation learning in the field of computer vision.

  

Atachment
Attachment '1'
List of Articles
Category Subject Dept. Lecturer
Math Colloquia <학부생을 위한 ɛ 강연> 복잡한 생명현상을 위한 21세기 현미경, 수학! file 카이스트 김재경
Math Colloquia Birational Geometry of varieties with effective anti-canonical divisors file 연세대학교 최성락
Math Colloquia Contact instantons and entanglement of Legendrian links file IBS-CGP /POSTECH 오용근
Math Colloquia <학부생을 위한 ɛ 강연> Self-Supervised Learning in Computer Vision file 인하대학교 현윤석
Math Colloquia <학부생을 위한 강연> 수학과 보험산업 file 라이나생명 유신옥
Math Colloquia Counting number fields and its applications file UNIST 조재현
Math Colloquia Towards Trustworthy Scientific Machine Learning: Theory, Algorithms, and Applications file KAIST 신연종
Math Colloquia Elliptic equations with singular drifts in critical spaces file 서강대학교 김현석
Math Colloquia Contact topology of singularities and symplectic fillings file 순천대학교 권명기
Math Colloquia Regularity theory for non-autonomous elliptic equations in divergence form file 서강대학교 옥지훈
Math Colloquia <2020년도 젊은 과학자상 수상 기념강연> Metastability of stochastic systems file 서울대학교 서인석
Math Colloquia Geometric Langlands theory: A bridge between number theory and physics file 서울대학교 유필상
Math Colloquia Noise-induced phenomena in stochastic heat equations file 포항공대 김건우
Math Colloquia Mirror symmetry of pairings file 숭실대학교 이상욱
Math Colloquia A dissipative effect on some PDEs with physical singularity file University of Wisconsin-Madison 김찬우
Math Colloquia <학부생을 위한 ɛ 강연> Secure computation: Promise and challenges file 송용수 <학부생을 위한 ɛ 강연> Secure computation: Promise and challenges
Math Colloquia Geometric structures and representation spaces file 서울대학교 이계선
Math Colloquia <정년퇴임 기념강연> 리만 가설에 관련된 옌센 다항식의 영점 file 서울대학교 김영원
Math Colloquia Infinite order rationally slice knots file 카이스트 수리과학과 박정환
Math Colloquia Random matrices and operator algebras file 서울대학교 수학교육과 윤상균
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