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Both sides previous revisionPrevious revision | Last revisionBoth sides next revision | ||
data_mining:error_analysis [2018/05/21 22:08] – [Problems with different train and dev/test set dist] phreazer | data_mining:error_analysis [2018/05/21 22:11] – [Problems with different train and dev/test set dist] phreazer | ||
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If Train and Train-dev would be closer => data-mismatch problem. | If Train and Train-dev would be closer => data-mismatch problem. | ||
+ | Summary: | ||
+ | * Human level 4% | ||
+ | * Avoidable bias | ||
+ | * Train 7% | ||
+ | * Variance | ||
+ | * Train-dev: 10% | ||
+ | * Data mismatch | ||
+ | * Dev: 12% | ||
+ | * Degree of overfitting to dev set (if to high => bigger dev set) | ||
+ | * Test: 12% |