data_mining:strategy

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data_mining:strategy [2018/05/21 17:29] – [Human level performance] phreazerdata_mining:strategy [2018/05/21 18:50] (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/better opti algos
 +    * NN architecture/hyperparam search
 +  * Variance: Training Error <> Dev Error
 +    * More data
 +    * Regularization
 +    * NN architecture/hyperparam search
  
  • data_mining/strategy.1526916582.txt.gz
  • Last modified: 2018/05/21 17:29
  • by phreazer