Setting Hyperparameters
Let's set hyperparameters, which are parameters that significantly affect the performance of training.
Practice
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Set Options: Adjust the slider on the right in the
STEP 2
section or enter numbers directly. -
Use the table below as a reference to set appropriate hyperparameters.
Hyperparameter | When Low | When High |
---|---|---|
Number of Epochs | Model may not learn sufficiently | Increased risk of overfitting |
Faster training time | Longer training time | |
Batch Size | Lower memory requirements | Higher memory requirements |
Unstable learning curve | Stable learning curve | |
Learning Rate | Slow learning speed | Fast learning speed |
Increased chance of overfitting | Increased chance of underfitting |
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