Very less training accuracy

I have tried Emoji prediction on the following dataset:

The link to my code is: https://colab.research.google.com/drive/1LjCJWORIK_6CycY7S3Rjjq-9vJZVCi2Y#scrollTo=-uf7vHZFNeZJ

Even the training accuracy is very low(around 30%). I have tried changing the number of units in the LSTM layer but cannot figure out any improvements. Any suggestions would be helpful.

hey @ambika11 ,
I have requested to access your cola file.
Kindly allow me for it.

Granted :slight_smile: Please check. Thanks

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