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Solve out of memory problem

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Amelia
Amelia 2020-11-5
编辑： Ameer Hamza 2020-11-5
Hello I have laptop, Dell precision M4800, processor Intel core i7 , 2.8GHz , RAM 16 GB. Then, I lntall SSD hard and 8 GB Ram.
When I use it for classification using large scale data, It runs out of memory.
I tried to solve this problem by increasing system swap space, changing double variables to single precision, clear unused variables But the problem still appears.
Is there another solutions I can use to solve this problem
Thanks in advance

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Ameer Hamza
Ameer Hamza 2020-11-5
编辑：Ameer Hamza 2020-11-5
This shows that the dataset is too large to fit in the available RAM. The solution is not to read all dataset at once. Instead, create an image datastore: https://www.mathworks.com/help/matlab/ref/matlab.io.datastore.imagedatastore.html. Functions such as trainNetwork() accept image datastore as input. This link will also be useful: https://www.mathworks.com/matlabcentral/answers/291597-best-way-to-deal-with-large-data-for-deep-learning.

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