Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities.
Doris XinHui MiaoAditya G. ParameswaranNeoklis PolyzotisPublished in: CoRR (2021)
Keyphrases
- empirical analysis
- machine learning
- theoretical analysis
- empirical studies
- optimization algorithm
- natural language processing
- optimization problems
- machine learning methods
- pattern recognition
- reinforcement learning
- decision trees
- learning algorithm
- optimization process
- optimization method
- data mining
- listed companies
- artificial intelligence
- explanation based learning
- inductive learning
- global optimization
- knowledge acquisition
- learning systems
- machine learning algorithms
- information extraction
- active learning
- feature selection
- computer vision
- text classification
- learning tasks
- support vector machine
- data analysis
- optimization approaches