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data_mining:strategy [2018/05/21 15:29] – [Human level performance] phreazer | data_mining:strategy [2018/05/21 16:50] (current) – [Human level performance] phreazer | ||
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What's human-level error? Best performance possible as a human / usefullness | What's human-level error? Best performance possible as a human / usefullness | ||
+ | Measure of error between Human Error, Train Error and Dev error | ||
+ | |||
+ | * Avoidable bias: Human level <> Training Error | ||
+ | * Train bigger model | ||
+ | * Train longer/ | ||
+ | * NN architecture/ | ||
+ | * Variance: Training Error <> Dev Error | ||
+ | * More data | ||
+ | * Regularization | ||
+ | * NN architecture/ | ||