Critical Learning Periods: Leveraging Early Training Dynamics for Efficient Data Pruning.
Everlyn Asiko ChimotoJay GalaOrevaoghene AhiaJulia KreutzerBruce A. BassettSara HookerPublished in: CoRR (2024)
Keyphrases
- data sets
- database
- background knowledge
- learning process
- prior knowledge
- image data
- synthetic data
- learning systems
- data distribution
- data processing
- training process
- learning algorithm
- online learning
- data sources
- training data
- missing data
- learning models
- learning tasks
- training dataset
- recurrent networks
- training examples
- training samples
- labeled data
- computer systems
- data collection
- supervised learning
- knowledge discovery
- end users
- data analysis
- learning speed
- feature selection