Dear Karandeep Singh D,
To answer your question, it depends on the Tensorflow (Keras) model. I realize you're using Keras but is the underlying Tensorflow one of the following Tensorflow Models supported by Model Optimzer ? What kind of model is it ? LSTM should be supported.
Please let me know more about your model. If you wouldn't mind, please attach it as a *.zip.