"We Have No Idea How Models will Behave in Production until Production": How Engineers Operationalize Machine Learning.
Shreya ShankarRolando GarciaJoseph M. HellersteinAditya G. ParameswaranPublished in: Proc. ACM Hum. Comput. Interact. (2024)
Keyphrases
- machine learning
- computational intelligence
- machine learning algorithms
- statistical methods
- model selection
- machine learning approaches
- learning tasks
- artificial intelligence
- production scheduling
- pattern recognition
- probabilistic model
- data mining
- inductive learning
- feature selection
- machine learning models
- distribution networks
- machine learning methods
- statistical models
- quality control
- computational models
- learning models
- semiconductor manufacturing
- parametric models
- cobb douglas
- lot size
- inductive logic programming
- production system
- statistical model
- parameter estimation
- supervised learning
- knowledge representation
- support vector
- training data
- database systems
- decision trees
- computer vision
- information retrieval