Trainer research paper

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Both Trainer and TFTrainer contain the basic training loop which supports the above features. To inject custom behavior you can subclass them and override the following methods:. When using it on your own model, make sure:. Here is an example of how to customize Trainer using a custom loss function for multi-label classification:. Another way to customize the training loop behavior for the PyTorch Trainer is to use callbacks that can inspect the training loop state for progress reporting, logging on TensorBoard or other ML platforms… and take decisions like early stopping. Module , optional — The model to train, evaluate or use for predictions.
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The LamenessTrainer is a free, interactive online game teaching equine lameness assessment. Thousands of people use it every year and it is now used for teaching in veterinary schools around the world. Give it a go — you will be amazed how quickly you are able to pick up even subtle lameness. Detect simplified hind limb lameness based on vertical displacement asymmetry, without hip rotation.
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