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transfer learning is possible but the network structure for the saved weights in new model should be same.
When large amount of data, you would wanna make it into batches and feed into the network. If you are using pandas for reading data, change the formats of features to save memory and after performing some transformations convert it to feather format for faster reading of said files.
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