Language Model with LSTM architecture

This example trains a multi-layer RNN-LSTM on a language modeling task. The model has been implemented using Tensoflow Keras python library. The training script uses the PTB dataset, provided.

The file notebook.ipynb is a Jupyter notebook, which contains all python codes: Link. Use Google Colab or any Jupyter notebook viewer to open it.

The file report_zihadul_azam.pdf is the report of this project: Link.

Dependencies

Python

$ sudo apt-get install python3 python3-pip

Tensorflow

$ pip install tensorflow
# $ conda install -c conda-forge tensorflow

NumPy

$ pip install numpy
# $ conda install numpy

Matplotlib

$ pip install matplotlib
# $ conda install matplotlib

For any questions, do not hesitate to contact me or open an issue! 👇👇👇👇👇📣
zihadul.azam@studenti.unitn.it