Minimally-Supervised Learning from Text:
Addressing Applications with Limited Labeled Data
Giannis Karamanolakis
Presentation Slides: HERE
Committee:
Michael Collins
,
Luis Gravano
,
Daniel Hsu
Template provided courtesy of
Tom Effland
and
Olivia Winn
Semi-Supervised Learning
Generative
Transductive / Graph-Based
Disagreement-Based
Weakly-Supervised Learning
Crowdsourcing / Learning with Noisy Labels
Multiple Instance Learning
Posterior Regularization
Bootstrapping
Data Programming
Transfer Learning / Unsupervised Pre-Training
Domain Adaptation / Cross-Lingual Learning
Multi-Task Learning
Unsupervised Pre-Training