"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: CoRR (2024)
Keyphrases
- machine learning
- production system
- pattern recognition
- manufacturing processes
- machine learning approaches
- quality control
- model selection
- machine learning algorithms
- production line
- statistical models
- machine learning methods
- probabilistic model
- production scheduling
- machine learning models
- accurate models
- distribution networks
- data sets
- cobb douglas
- production cost
- production planning
- learning models
- researchers and practitioners
- experimental data
- complex systems
- knowledge base
- learning algorithm