Leveraging Crowdsourcing Data For Deep Active Learning - An Application: Learning Intents in Alexa.
Jie YangThomas DrakeAndreas C. DamianouYoelle MaarekPublished in: CoRR (2018)
Keyphrases
- active learning
- database
- data sets
- small number
- data points
- learning process
- data analysis
- high quality
- prior knowledge
- data sources
- training data
- data collection
- knowledge discovery
- data quality
- learning algorithm
- high dimensional data
- statistical analysis
- selective sampling
- learning environment
- log data
- human experts
- labeled data
- data processing
- reinforcement learning
- data structure
- online learning
- missing data
- sample size
- learning tasks
- semi supervised
- raw data
- image data
- incremental learning
- cross domain