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In brief, fine-tuning refers to using the weights of an already trained network as the starting values for training a new network: The current best practices suggest using a model pre-trained with a large dataset for solving a problem similar to the one we're dealing with.
/ˌfaɪnˈtuːn/ to make very small changes to something in order to make it work as well as possible: She spent hours fine-tuning her speech. Correcting and mending.
Technological devices are paradigmatic examples of fine-tuning. Whether they function as intended depends sensitively on parameters that describe the shape, arrangement, and material properties of their constituents, e.g., the constituents' conductivity, elasticity and thermal expansion coefficient.
Fine-tuning trains a pretrained model on a new dataset without training from scratch. This process, also known as transfer learning, can produce accurate models with smaller datasets and less training time.
Abstact: A frequent objection to the fine-tuning argument has been that although certain necessary conditions for life were admittedly exceedingly improbable, still, the many possible alternative sets of conditions were all equally improbable, so that no special significance is to be attached to the realization of the
Fine-tuning trains a pretrained model on a new dataset without training from scratch. This process, also known as transfer learning, can produce accurate models with smaller datasets and less training time. You can fine-tune a model if its card shows a fine-tunable attribute set to Yes.
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