Scaling laws for learning with real and surrogate data.
Ayush JainAndrea MontanariEren SasogluPublished in: CoRR (2024)
Keyphrases
- data sets
- prior knowledge
- human experts
- learning algorithm
- learning systems
- synthetic data
- high quality
- data collection
- data analysis
- data points
- knowledge discovery
- simulation data
- statistical analysis
- data processing
- background knowledge
- experimental data
- learning process
- raw data
- original data
- training data
- image data
- small number
- complex data
- learning tasks
- learning problems
- missing data
- supervised learning
- labeled data
- text classification
- dimensionality reduction
- probability distribution
- data sources
- wireless sensor networks
- mobile devices
- reinforcement learning
- decision trees
- neural network