Suppose we trained an MLP for 100 epochs with PyTorch. When creating the Dataloader, we set the batch size to be 40 and other parameters have been set to default. We know that it has generated 30 batches in total. After training completed, how many samples has the model been trained with in total? (Consider the same samples fed during different epochs as different samples. i.e., if we only have 1 sample and the model has been trained for 10 epochs, the answer will be 10.) Choose the most accurate range.
Question
Suppose we trained an MLP for 100 epochs with PyTorch. When creating the Dataloader, we set the batch size to be 40 and other parameters have been set to default. We know that it has generated 30 batches in total. After training completed, how many samples has the model been trained with in total? (Consider the same samples fed during different epochs as different samples. i.e., if we only have 1 sample and the model has been trained for 10 epochs, the answer will be 10.) Choose the most accurate range.
Solution
The total number of samples the model has been trained with can be calculated by multiplying the number of epochs by the number of batches per epoch and then by the batch size.
In this case, the model was trained for 100 epochs, with 30 batches per epoch and a batch size of 40.
So, the total number of samples is 100 * 30 * 40 = 120,000.
Therefore, the most accurate range is 100,000 to 130,000.
Similar Questions
Given a dataset with 1500 samples and a batch size of 50, how many iterations will be required to complete one epoch?
____________denotes the number of samples to be taken to for updating the model parameters.BatchEpochLearning rateCost function
In Salesforce, what is the maximum number of records that can be processed in a single execution of a batch class?
____________is the number of times the algorithm runs on the whole training dataset.BatchEpochLearning rateCost function
Identify the model which is trained with data in only a single batch.
Upgrade your grade with Knowee
Get personalized homework help. Review tough concepts in more detail, or go deeper into your topic by exploring other relevant questions.