A Gated Recurrent Neural Network for Supervised Text Classification: detecting hate speech from different online textual genres.
This project was developed for the ”Human Language Technologies” course of Professor Giuseppe Attardi.
BiBiNET
│── src
│ │── data_import.py # process 1/6
│ │── data_prep.py # process 2/6
│ │── preproc.py # process 3/6
│ │── transform.py # process 4/6
│ │── classifiers.py # process 5/6
│ │── test.py # process 6/6
│ │── utilities.py
│ └── main.py # file to run
└── data
│ └── forum_data
│ │ │── all_files.csv # text
│ │ └── annotations_metadata.csv # labels
│ └── twitter_1
│ │ └── twitter_dataset.csv
│ └── twitter_2
│ │ │── train.csv
│ │ └── test.csv
│ └── wikipedia_data
│ │── train.csv
│ └── test.csv
└── glove
│ │── glove.twitter.27B.100d
│ └── glove.twitter.27B.200d
└── model
│ └── model.h5 # final model
└── requirements.txt
└── report.pdf # project guide
└── README.md
└── LICENSE
Install Python:
sudo apt install python3
Install pip:
sudo apt install --upgrade python3-pip
Install requirements:
python -m pip install --requirement requirements.txt
Execute main
cd src/
python main.py
Dr. Diletta Goglia 
Postgraduate Student in MSc in Artificial Intelligence
Computer Science department, University of Pisa, Italy
d.goglia@studenti.unipi.it
dilettagoglia.netlify.app