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2 votes
1 answer
322 views

Is it possible to use Mini-Batches with Adam optimization?

Is it possible/advised to use Mini-Batch like accumulation with Adam optimization? How would that works? Do I accumulate the loss function for each sample in the batch and then run Adam, or should I ...
CoffeDeveloper's user avatar
1 vote
1 answer
407 views

How many iterations of the optimisation algorithm are performed on each mini-batch in mini-batch gradient descent?

I understand the idea of mini-batch gradient descent for neural networks in that we calculate the gradient of the loss function using one mini-batch at a time and use this gradient to adjust the ...
user50018's user avatar
1 vote
1 answer
144 views

Why does my model not improve when training with mini-batch gradient descent, while it does with Adam?

I am currently experimenting with the U-Net. I am doing semantic segmentation on the 2018 Data Science Bowl dataset from Kaggle without any data augmentation. In my experiments, I am trying different ...
Bert Gayus's user avatar