Persian Sequence Prediction using GRU Model

In this notebook, we create a model to generate persian text using GRU model and persian wikipedia dataset

Dataset on kaggle

About Dataset

The dataset is huge so we train our model on a small sample.

Encoding Text

At first, we extract all vocabularies and assign a number to each of them.

• char2index: for encoding purposes
• index2char: for text generation purposes

Before modeling, we create sequences of data.

Modeling

We use GRU model with 1024 units and a dense layer to predict probability of each character.

Prediction

At the end, we use our model to generate text.