stephanefschwarz/GDG-MG

Source code presented on GDG-MG for fake news detection on social media.

All the data used in this tutorial can be found here.

Hands-on pipeline

1. What is NLP?
2. Where is it used?
3. What we will need for the hands-on
   • Colaboratory notebook
   • Setup the environment
4. Text pre-processing
   • Stop-words
   • Stemming
   • Lemmatization
   • Regular expressions
5. How the computer understand text?
   • Text vectorization not considering semantics
   • Text vectorization considering semantics
6. Introdution to Machine Learning - ML
   • Layers
     • Convolutions
     • Fully-connected
     • Polling
   • Activation function
7. EMET structure

EMET - אמת

Schwarz, S., Theóphilo, A., and Rocha, A., 2020, May. EMET: Embeddings from Multilingual Encoder Transformer for Fake News Detection. In ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE.