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Practice

Setting Hyperparameters

Let's set hyperparameters, which are parameters that significantly affect the performance of training.

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Practice

  1. Set Options: Adjust the slider on the right in the STEP 2 section or enter numbers directly.

  2. Use the table below as a reference to set appropriate hyperparameters.

HyperparameterWhen LowWhen High
Number of EpochsModel may not learn sufficientlyIncreased risk of overfitting
Faster training timeLonger training time
Batch SizeLower memory requirementsHigher memory requirements
Unstable learning curveStable learning curve
Learning RateSlow learning speedFast learning speed
Increased chance of overfittingIncreased chance of underfitting

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