GPT in Data Science: A Practical Exploration of Model Selection.
Nathalia Moraes do NascimentoCristina TavaresPaulo S. C. AlencarDonald D. CowanPublished in: BigData (2023)
Keyphrases
- model selection
- data science
- statistical learning
- cross validation
- machine learning
- hyperparameters
- regression model
- parameter estimation
- bayesian learning
- sample size
- variable selection
- model selection criteria
- mixture model
- statistical inference
- selection criterion
- error estimation
- marginal likelihood
- feature selection
- gaussian process
- unsupervised learning
- real world
- information criterion
- parameter determination
- automatic model selection
- big data
- low dimensional
- data mining
- generalization error
- bayesian information criterion
- data sets
- prior knowledge
- high dimensional
- databases