Characterizing I/O in Machine Learning with MLPerf Storage.
Oana BalmauPublished in: SIGMOD Rec. (2022)
Keyphrases
- machine learning
- file system
- storage systems
- secondary storage
- storage devices
- storage cost
- main memory
- input output
- machine learning algorithms
- garbage collection
- machine learning methods
- virtual memory
- machine learning approaches
- learning algorithm
- natural language processing
- information extraction
- support vector machine
- read write
- storage space
- data storage
- tertiary storage
- data mining
- storage and retrieval
- data transfer
- pattern recognition
- explanation based learning
- disk drives
- storage requirements
- external memory
- inductive logic programming
- decision trees
- knowledge representation
- inductive learning
- text mining
- text classification
- neural network
- buffer pool
- reinforcement learning
- data analysis
- supervised learning
- memory access
- knowledge acquisition
- model selection
- flash memory
- maintenance cost
- random access
- statistical methods
- learning problems
- database