Visual Concept Programming: A Visual Analytics Approach to Injecting Human Intelligence at Scale
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Visualization and Computer Graphics"
DOI: 10.1109/tvcg.2022.3209466
Abstract: Data-centric AI has emerged as a new research area to systematically engineer the data to land AI models for real-world applications. As a core method for data-centric AI, data programming helps experts inject domain knowledge… read more here.
Keywords: scale; concept programming; labeling functions; visual analytics ... See more keywords
Rule-Enhanced Active Learning for Semi-Automated Weak Supervision
Sign Up to like & getrecommendations! Published in 2022 at "Artificial intelligence"
DOI: 10.3390/ai3010013
Abstract: A major bottleneck preventing the extension of deep learning systems to new domains is the prohibitive cost of acquiring sufficient training labels. Alternatives such as weak supervision, active learning, and fine-tuning of pretrained models reduce… read more here.
Keywords: active learning; weak supervision; supervision; labeling functions ... See more keywords