[BUG] Deprecation Warnings: input_length Argument in Embedding Layer and HDF5 Format for Model Saving

[shristirwt]

Has this bug been raised before?

• [X] I have checked "open" AND "closed" issues and this is not a duplicate

Description

The first warning is related to the use of the input_length argument in the Embedding layer, which has been deprecated. The second warning relates to the saving format of the model, indicating that using HDF5 is considered legacy, and I should use the new native Keras format.

Steps to Reproduce

Include any relevant details like:

• What page you were on... stock_sentimental.ipynb
• What you were trying to do... I was executing the code when I encountered the error
• What went wrong... It displayed two warnings described above

Screenshots

No response

Do you want to work on this issue?

Yes

If "yes" to the above, please explain how you would technically implement this.

I will use the new keras format to save the model and I will remove the usage of input_length argument

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