Whither AutoML? Understanding the Role of Automation in Machine Learning Workflows.
Doris XinEva Yiwei WuDoris Jung Lin LeeNiloufar SalehiAditya G. ParameswaranPublished in: CHI (2021)
Keyphrases
- machine learning
- everyday lives
- data processing
- learning algorithm
- decision trees
- workflow management systems
- machine learning methods
- explanation based learning
- semi supervised learning
- deeper understanding
- computer science
- inductive logic programming
- transfer learning
- text classification
- information extraction
- data mining
- machine learning approaches
- machine learning and data mining
- computational biology
- theoretical and practical implications
- learning tasks
- statistical methods
- machine learning algorithms
- business processes
- knowledge representation
- case study
- information systems
- artificial intelligence
- genetic algorithm