The Marginal Value of Adaptive Gradient Methods in Machine Learning.
Ashia C. WilsonRebecca RoelofsMitchell SternNati SrebroBenjamin RechtPublished in: NIPS (2017)
Keyphrases
- machine learning
- machine learning methods
- machine learning approaches
- significant improvement
- empirical studies
- data mining
- artificial intelligence
- preprocessing
- computational cost
- qualitative and quantitative
- methods require
- neural network
- inductive learning
- learning problems
- benchmark datasets
- machine learning algorithms
- model selection
- knowledge acquisition
- data mining techniques
- semi supervised
- pattern recognition
- support vector
- computer vision