Data Management Challenges in Production Machine Learning.
Neoklis PolyzotisSudip RoySteven Euijong WhangMartin ZinkevichPublished in: SIGMOD Conference (2017)
Keyphrases
- data management
- machine learning
- scientific data management
- lessons learned
- pattern recognition
- machine learning methods
- learning algorithm
- learning tasks
- database management systems
- text classification
- open issues
- data integration
- decision trees
- data mining
- machine learning approaches
- computer science
- technical challenges
- machine learning and data mining
- machine learning algorithms
- semi supervised learning
- cloud computing
- knowledge acquisition
- computational intelligence
- databases
- query processing
- active learning
- data warehouse
- production planning
- information extraction
- key issues
- mobile computing
- reinforcement learning
- artificial intelligence
- data warehousing
- knowledge base
- statistical methods
- database systems
- natural language processing
- knowledge representation