Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities.
Doris XinHui MiaoAditya G. ParameswaranNeoklis PolyzotisPublished in: SIGMOD Conference (2021)
Keyphrases
- empirical analysis
- machine learning
- theoretical analysis
- empirical studies
- global optimization
- decision trees
- optimization problems
- explanation based learning
- listed companies
- pattern recognition
- machine learning methods
- optimization algorithm
- artificial intelligence
- knowledge acquisition
- data analysis
- quality control
- machine learning algorithms
- production system
- learning algorithm
- optimization method
- computational intelligence
- optimization methods
- support vector machine
- active learning
- data mining
- learning problems
- big data
- learning tasks
- production planning
- optimization approaches
- short term
- text classification
- text mining
- natural language processing
- information extraction
- evolutionary algorithm
- expert systems
- computer science
- objective function
- reinforcement learning
- feature selection