Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines.
Michael KuchnikAna KlimovicJiri SimsaGeorge AmvrosiadisVirginia SmithPublished in: CoRR (2021)
Keyphrases
- machine learning
- data analysis
- data sets
- raw data
- data collection
- data structure
- statistical analysis
- computer vision
- image data
- complex data
- database
- big data
- data quality
- data objects
- sensor data
- input data
- data points
- data processing
- small number
- high dimensional data
- synthetic data
- missing data
- knowledge discovery
- experimental data
- probability distribution
- pattern recognition
- decision trees
- neural network