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In fine-tuning, we retrain only the final layer of the model because the fine-tuning of deeper layers degrades the performance from our preliminary experiment.
When the owner insisted that she sing, she obliged, fine-tuning a deep contralto that would be her signature sound.
For classification tasks, fine-tuning all the parameters of this deep architecture together is needed after the layer-wise pre-training, as shown in Figure 4.
Step 1 of the model above is called pre-training in deep learning's terminology, and step 2 is called fine-tuning.
The training process of the deep network includes two stages: unsupervised pretraining and supervised fine-tuning.
Deep Learning models can be trained on one task, and then fine-tuned on another task, otherwise known as transfer learning.16,17 Typically, fine-tuning involves locking all the previously learned weights bar those on the output layer.
The rest comes down to fine-tuning.
But some fine-tuning is needed here.
But this is mostly architectural fine-tuning.
The ATR pathway: fine-tuning the fork.
Therefore, executive activism requires continuous fine-tuning.
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CEO of Professional Science Editing for Scientists @ prosciediting.com