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· 제목 : Approaching (Almost) Any Machine Learning Problem (Paperback)
· 분류 : 외국도서 > 대학교재 > 자연과학계열
· ISBN : 9789390274437
· 출판일 : 2020-06-30
· 분류 : 외국도서 > 대학교재 > 자연과학계열
· ISBN : 9789390274437
· 출판일 : 2020-06-30
목차
- Setting up your working environment
- Supervised vs unsupervised learning
- Cross-validation
- Evaluation metrics
- Arranging machine learning projects
- Approaching categorical variables
- Feature engineering
- Feature selection
- Hyperparameter optimization
- Approaching image classification & segmentation
- Approaching text classification/regression
- Approaching ensembling and stacking
- Approaching reproducible code & model serving
